Overview

Brought to you by YData

Dataset statistics

Number of variables	42
Number of observations	98879
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	32
Duplicate rows (%)	< 0.1%
Total size in memory	32.4 MiB
Average record size in memory	344.0 B

Variable types

Numeric	8
Categorical	33
Text	1

Alerts

Dataset has 32 (< 0.1%) duplicate rows	Duplicates
`age` is highly overall correlated with `detailed_household_and_family_stat` and 2 other fields	High correlation
`citizenship` is highly overall correlated with `country_of_birth_father` and 2 other fields	High correlation
`class_of_worker` is highly overall correlated with `detailed_industry_recode` and 4 other fields	High correlation
`country_of_birth_father` is highly overall correlated with `citizenship` and 3 other fields	High correlation
`country_of_birth_mother` is highly overall correlated with `citizenship` and 3 other fields	High correlation
`country_of_birth_self` is highly overall correlated with `citizenship` and 2 other fields	High correlation
`detailed_household_and_family_stat` is highly overall correlated with `age` and 4 other fields	High correlation
`detailed_household_summary_in_household` is highly overall correlated with `detailed_household_and_family_stat` and 3 other fields	High correlation
`detailed_industry_recode` is highly overall correlated with `class_of_worker` and 2 other fields	High correlation
`detailed_occupation_recode` is highly overall correlated with `class_of_worker` and 2 other fields	High correlation
`education` is highly overall correlated with `tax_filer_stat` and 1 other fields	High correlation
`family_members_under_18` is highly overall correlated with `detailed_household_and_family_stat` and 3 other fields	High correlation
`fill_inc_questionnaire_for_veteran's_admin` is highly overall correlated with `veterans_benefits`	High correlation
`full_or_part_time_employment_stat` is highly overall correlated with `live_in_this_house_1_year_ago` and 2 other fields	High correlation
`hispanic_origin` is highly overall correlated with `country_of_birth_father` and 1 other fields	High correlation
`live_in_this_house_1_year_ago` is highly overall correlated with `full_or_part_time_employment_stat` and 6 other fields	High correlation
`major_industry_code` is highly overall correlated with `class_of_worker` and 3 other fields	High correlation
`major_occupation_code` is highly overall correlated with `class_of_worker` and 3 other fields	High correlation
`marital_stat` is highly overall correlated with `tax_filer_stat`	High correlation
`migration_code_change_in_msa` is highly overall correlated with `live_in_this_house_1_year_ago` and 5 other fields	High correlation
`migration_code_change_in_reg` is highly overall correlated with `full_or_part_time_employment_stat` and 4 other fields	High correlation
`migration_code_move_within_reg` is highly overall correlated with `live_in_this_house_1_year_ago` and 5 other fields	High correlation
`migration_prev_res_in_sunbelt` is highly overall correlated with `live_in_this_house_1_year_ago` and 3 other fields	High correlation
`num_persons_worked_for_employer` is highly overall correlated with `class_of_worker` and 2 other fields	High correlation
`region_of_previous_residence` is highly overall correlated with `live_in_this_house_1_year_ago` and 3 other fields	High correlation
`tax_filer_stat` is highly overall correlated with `age` and 8 other fields	High correlation
`veterans_benefits` is highly overall correlated with `age` and 6 other fields	High correlation
`weeks_worked_in_year` is highly overall correlated with `num_persons_worked_for_employer` and 1 other fields	High correlation
`year` is highly overall correlated with `full_or_part_time_employment_stat` and 4 other fields	High correlation
`enroll_in_edu_inst_last_wk` is highly imbalanced (74.3%)	Imbalance
`race` is highly imbalanced (61.8%)	Imbalance
`hispanic_origin` is highly imbalanced (71.6%)	Imbalance
`member_of_a_labor_union` is highly imbalanced (67.5%)	Imbalance
`reason_for_unemployment` is highly imbalanced (89.1%)	Imbalance
`region_of_previous_residence` is highly imbalanced (78.5%)	Imbalance
`migration_code_move_within_reg` is highly imbalanced (54.9%)	Imbalance
`migration_prev_res_in_sunbelt` is highly imbalanced (70.5%)	Imbalance
`family_members_under_18` is highly imbalanced (50.3%)	Imbalance
`country_of_birth_father` is highly imbalanced (70.6%)	Imbalance
`country_of_birth_mother` is highly imbalanced (71.2%)	Imbalance
`country_of_birth_self` is highly imbalanced (81.5%)	Imbalance
`citizenship` is highly imbalanced (65.2%)	Imbalance
`own_business_or_self_employed` is highly imbalanced (67.5%)	Imbalance
`fill_inc_questionnaire_for_veteran's_admin` is highly imbalanced (94.3%)	Imbalance
`target` is highly imbalanced (66.2%)	Imbalance
`dividends_from_stocks` is highly skewed (γ1 = 25.25847346)	Skewed
`age` has 1358 (1.4%) zeros	Zeros
`wage_per_hour` has 93295 (94.4%) zeros	Zeros
`capital_gains` has 95157 (96.2%) zeros	Zeros
`capital_losses` has 96971 (98.1%) zeros	Zeros
`dividends_from_stocks` has 88351 (89.4%) zeros	Zeros
`num_persons_worked_for_employer` has 47009 (47.5%) zeros	Zeros
`weeks_worked_in_year` has 47009 (47.5%) zeros	Zeros

Reproduction

Analysis started	2025-01-20 00:38:13.969372
Analysis finished	2025-01-20 00:38:47.476336
Duration	33.51 seconds
Software version	ydata-profiling vv4.12.1
Download configuration	config.json

age
Real number (ℝ)

High correlation Zeros

Distinct	91
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	34.868668

Minimum	0
Maximum	90
Zeros	1358
Zeros (%)	1.4%
Negative	0
Negative (%)	0.0%
Memory size	1.5 MiB

Quantile statistics

Minimum	0
5-th percentile	3
Q1	16
median	33
Q3	50
95-th percentile	75
Maximum	90
Range	90
Interquartile range (IQR)	34

Descriptive statistics

Standard deviation	22.275233
Coefficient of variation (CV)	0.63883234
Kurtosis	-0.73163274
Mean	34.868668
Median Absolute Deviation (MAD)	17
Skewness	0.36351952
Sum	3447779
Variance	496.18599
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
33	1750	1.8%
34	1720	1.7%
35	1670	1.7%
37	1646	1.7%
38	1638	1.7%
32	1628	1.6%
3	1628	1.6%
30	1614	1.6%
4	1612	1.6%
31	1605	1.6%
Other values (81)	82368	83.3%

Value	Count	Frequency (%)
0	1358	1.4%
1	1448	1.5%
2	1494	1.5%
3	1628	1.6%
4	1612	1.6%
5	1576	1.6%
6	1462	1.5%
7	1543	1.6%
8	1514	1.5%
9	1475	1.5%

Value	Count	Frequency (%)
90	373	0.4%
89	109	0.1%
88	141	0.1%
87	155	0.2%
86	162	0.2%
85	216	0.2%
84	267	0.3%
83	276	0.3%
82	324	0.3%
81	336	0.3%

class_of_worker
Categorical

High correlation

Distinct	5
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	1.5 MiB

Not in universe	49199
Private sector	36068
Government	7405
Self-employed	5928
Not employed	279

Length

Max length	15
Median length	14
Mean length	14.132414
Min length	10

Characters and Unicode

Total characters	1397399
Distinct characters	23
Distinct categories	4 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Private sector
2nd row	Self-employed
3rd row	Not in universe
4th row	Private sector
5th row	Private sector

Common Values

Value	Count	Frequency (%)
Not in universe	49199	49.8%
Private sector	36068	36.5%
Government	7405	7.5%
Self-employed	5928	6.0%
Not employed	279	0.3%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
not	49478	21.2%
in	49199	21.1%
universe	49199	21.1%
private	36068	15.4%
sector	36068	15.4%
government	7405	3.2%
self-employed	5928	2.5%
employed	279	0.1%

Most occurring characters

Value	Count	Frequency (%)
e	203686	14.6%
	134745	9.6%
i	134466	9.6%
t	129019	9.2%
r	128740	9.2%
n	113208	8.1%
o	99158	7.1%
v	92672	6.6%
s	85267	6.1%
N	49478	3.5%
Other values (13)	226960	16.2%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	1157847	82.9%
Space Separator	134745	9.6%
Uppercase Letter	98879	7.1%
Dash Punctuation	5928	0.4%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
e	203686	17.6%
i	134466	11.6%
t	129019	11.1%
r	128740	11.1%
n	113208	9.8%
o	99158	8.6%
v	92672	8.0%
s	85267	7.4%
u	49199	4.2%
c	36068	3.1%
Other values (7)	86364	7.5%

Uppercase Letter

Value	Count	Frequency (%)
N	49478	50.0%
P	36068	36.5%
G	7405	7.5%
S	5928	6.0%

Space Separator

Value	Count	Frequency (%)
	134745	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	5928	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	1256726	89.9%
Common	140673	10.1%

Most frequent character per script

Latin

Value	Count	Frequency (%)
e	203686	16.2%
i	134466	10.7%
t	129019	10.3%
r	128740	10.2%
n	113208	9.0%
o	99158	7.9%
v	92672	7.4%
s	85267	6.8%
N	49478	3.9%
u	49199	3.9%
Other values (11)	171833	13.7%

Common

Value	Count	Frequency (%)
	134745	95.8%
-	5928	4.2%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	1397399	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
e	203686	14.6%
	134745	9.6%
i	134466	9.6%
t	129019	9.2%
r	128740	9.2%
n	113208	8.1%
o	99158	7.1%
v	92672	6.6%
s	85267	6.1%
N	49478	3.5%
Other values (13)	226960	16.2%

detailed_industry_recode
Categorical

High correlation

Distinct	42
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	1.5 MiB

Not in universe or children	49403
Public administration	8933
Manufacturing	4710
Business and repair services	3114
Manufacturing-durable goods	3066
Other values (37)	29653

Length

Max length	58
Median length	27
Mean length	24.870377
Min length	5

Characters and Unicode

Total characters	2459158
Distinct characters	39
Distinct categories	5 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Transportation
2nd row	Wholesale and retail trade
3rd row	Not in universe or children
4th row	Business and repair services
5th row	Manufacturing-durable goods

Common Values

Value	Count	Frequency (%)
Not in universe or children	49403	50.0%
Public administration	8933	9.0%
Manufacturing	4710	4.8%
Business and repair services	3114	3.1%
Manufacturing-durable goods	3066	3.1%
Wholesale and retail trade	2434	2.5%
Public administration and armed forces	2304	2.3%
Trade	2204	2.2%
Professional services	2142	2.2%
Professional and related services	1964	2.0%
Other values (32)	18605	18.8%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
not	50224	13.6%
or	49403	13.4%
children	49403	13.4%
in	49403	13.4%
universe	49403	13.4%
services	13869	3.8%
and	13688	3.7%
public	11788	3.2%
administration	11237	3.0%
trade	5335	1.4%
Other values (45)	65783	17.8%

Most occurring characters

Value	Count	Frequency (%)
	270657	11.0%
i	259576	10.6%
n	242723	9.9%
e	238935	9.7%
r	235705	9.6%
o	148682	6.0%
s	136871	5.6%
t	114552	4.7%
a	105972	4.3%
u	103385	4.2%
Other values (29)	602100	24.5%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	2073565	84.3%
Space Separator	270657	11.0%
Uppercase Letter	100308	4.1%
Other Punctuation	8274	0.3%
Dash Punctuation	6354	0.3%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
i	259576	12.5%
n	242723	11.7%
e	238935	11.5%
r	235705	11.4%
o	148682	7.2%
s	136871	6.6%
t	114552	5.5%
a	105972	5.1%
u	103385	5.0%
c	99350	4.8%
Other values (11)	387814	18.7%

Uppercase Letter

Value	Count	Frequency (%)
N	50224	50.1%
P	17692	17.6%
M	12908	12.9%
B	4570	4.6%
T	4219	4.2%
W	3393	3.4%
H	2081	2.1%
F	1081	1.1%
E	1037	1.0%
S	804	0.8%
Other values (5)	2299	2.3%

Space Separator

Value	Count	Frequency (%)
	270657	100.0%

Other Punctuation

Value	Count	Frequency (%)
,	8274	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	6354	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	2173873	88.4%
Common	285285	11.6%

Most frequent character per script

Latin

Value	Count	Frequency (%)
i	259576	11.9%
n	242723	11.2%
e	238935	11.0%
r	235705	10.8%
o	148682	6.8%
s	136871	6.3%
t	114552	5.3%
a	105972	4.9%
u	103385	4.8%
c	99350	4.6%
Other values (26)	488122	22.5%

Common

Value	Count	Frequency (%)
	270657	94.9%
,	8274	2.9%
-	6354	2.2%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	2459158	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
	270657	11.0%
i	259576	10.6%
n	242723	9.9%
e	238935	9.7%
r	235705	9.6%
o	148682	6.0%
s	136871	5.6%
t	114552	4.7%
a	105972	4.3%
u	103385	4.2%
Other values (29)	602100	24.5%

detailed_occupation_recode
Categorical

High correlation

Distinct	47
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	1.5 MiB

Not in universe	49403
Other executive, admin and managerial	4356
Food service occupations	3814
Computer equipment operators	2771
Personal service occupations	2670
Other values (42)	35865

Length

Max length	46
Median length	43
Mean length	23.328037
Min length	9

Characters and Unicode

Total characters	2306653
Distinct characters	40
Distinct categories	4 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Construction trades
2nd row	Other professional specialty occupations
3rd row	Not in universe
4th row	Management related occupations
5th row	Automobile mechanics and repairers

Common Values

Value	Count	Frequency (%)
Not in universe	49403	50.0%
Other executive, admin and managerial	4356	4.4%
Food service occupations	3814	3.9%
Computer equipment operators	2771	2.8%
Personal service occupations	2670	2.7%
Construction trades	2093	2.1%
Automobile mechanics and repairers	2022	2.0%
Teachers, except college and university	1806	1.8%
Supervisors and proprietors, sales occupations	1742	1.8%
Forestry and fishing occupations	1708	1.7%
Other values (37)	26494	26.8%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
not	49403	14.9%
universe	49403	14.9%
in	49403	14.9%
occupations	24088	7.3%
and	23313	7.0%
other	10998	3.3%
service	9006	2.7%
operators	5122	1.5%
related	5025	1.5%
admin	4632	1.4%
Other values (83)	100365	30.3%

Most occurring characters

Value	Count	Frequency (%)
e	252503	10.9%
	231879	10.1%
i	210919	9.1%
n	206377	8.9%
o	166383	7.2%
t	159647	6.9%
r	159308	6.9%
s	155618	6.7%
a	129532	5.6%
u	101707	4.4%
Other values (30)	532780	23.1%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	1965593	85.2%
Space Separator	231879	10.1%
Uppercase Letter	98879	4.3%
Other Punctuation	10302	0.4%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
e	252503	12.8%
i	210919	10.7%
n	206377	10.5%
o	166383	8.5%
t	159647	8.1%
r	159308	8.1%
s	155618	7.9%
a	129532	6.6%
u	101707	5.2%
c	97524	5.0%
Other values (15)	326075	16.6%

Uppercase Letter

Value	Count	Frequency (%)
N	49603	50.2%
O	11274	11.4%
F	8529	8.6%
C	6430	6.5%
P	6343	6.4%
M	3725	3.8%
S	2676	2.7%
H	2422	2.4%
E	2192	2.2%
T	2177	2.2%
Other values (3)	3508	3.5%

Space Separator

Value	Count	Frequency (%)
	231879	100.0%

Other Punctuation

Value	Count	Frequency (%)
,	10302	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	2064472	89.5%
Common	242181	10.5%

Most frequent character per script

Latin

Value	Count	Frequency (%)
e	252503	12.2%
i	210919	10.2%
n	206377	10.0%
o	166383	8.1%
t	159647	7.7%
r	159308	7.7%
s	155618	7.5%
a	129532	6.3%
u	101707	4.9%
c	97524	4.7%
Other values (28)	424954	20.6%

Common

Value	Count	Frequency (%)
	231879	95.7%
,	10302	4.3%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	2306653	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
e	252503	10.9%
	231879	10.1%
i	210919	9.1%
n	206377	8.9%
o	166383	7.2%
t	159647	6.9%
r	159308	6.9%
s	155618	6.7%
a	129532	5.6%
u	101707	4.4%
Other values (30)	532780	23.1%

education
Categorical

High correlation

Distinct	6
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	1.5 MiB

High School Graduate	24141
Children	22600
Below High School	18733
Some College	18719
College Graduate	9884

Length

Max length	20
Median length	16
Mean length	14.531731
Min length	8

Characters and Unicode

Total characters	1436883
Distinct characters	24
Distinct categories	3 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Below High School
2nd row	Some College
3rd row	Children
4th row	High School Graduate
5th row	High School Graduate

Common Values

Value	Count	Frequency (%)
High School Graduate	24141	24.4%
Children	22600	22.9%
Below High School	18733	18.9%
Some College	18719	18.9%
College Graduate	9884	10.0%
Advanced Degree	4802	4.9%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
high	42874	19.7%
school	42874	19.7%
graduate	34025	15.6%
college	28603	13.1%
children	22600	10.4%
below	18733	8.6%
some	18719	8.6%
advanced	4802	2.2%
degree	4802	2.2%

Most occurring characters

Value	Count	Frequency (%)
e	170491	11.9%
o	151803	10.6%
l	141413	9.8%
	119153	8.3%
h	108348	7.5%
g	76279	5.3%
a	72852	5.1%
d	66229	4.6%
i	65474	4.6%
S	61593	4.3%
Other values (14)	403248	28.1%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	1099698	76.5%
Uppercase Letter	218032	15.2%
Space Separator	119153	8.3%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
e	170491	15.5%
o	151803	13.8%
l	141413	12.9%
h	108348	9.9%
g	76279	6.9%
a	72852	6.6%
d	66229	6.0%
i	65474	6.0%
r	61427	5.6%
c	47676	4.3%
Other values (6)	137706	12.5%

Uppercase Letter

Value	Count	Frequency (%)
S	61593	28.2%
C	51203	23.5%
H	42874	19.7%
G	34025	15.6%
B	18733	8.6%
A	4802	2.2%
D	4802	2.2%

Space Separator

Value	Count	Frequency (%)
	119153	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	1317730	91.7%
Common	119153	8.3%

Most frequent character per script

Latin

Value	Count	Frequency (%)
e	170491	12.9%
o	151803	11.5%
l	141413	10.7%
h	108348	8.2%
g	76279	5.8%
a	72852	5.5%
d	66229	5.0%
i	65474	5.0%
S	61593	4.7%
r	61427	4.7%
Other values (13)	341821	25.9%

Common

Value	Count	Frequency (%)
	119153	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	1436883	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
e	170491	11.9%
o	151803	10.6%
l	141413	9.8%
	119153	8.3%
h	108348	7.5%
g	76279	5.3%
a	72852	5.1%
d	66229	4.6%
i	65474	4.6%
S	61593	4.3%
Other values (14)	403248	28.1%

wage_per_hour
Real number (ℝ)

Zeros

Distinct	894
Distinct (%)	0.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	54.947613

Minimum	0
Maximum	9900
Zeros	93295
Zeros (%)	94.4%
Negative	0
Negative (%)	0.0%
Memory size	1.5 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	500
Maximum	9900
Range	9900
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	271.35721
Coefficient of variation (CV)	4.9384713
Kurtosis	148.26554
Mean	54.947613
Median Absolute Deviation (MAD)	0
Skewness	8.7180739
Sum	5433165
Variance	73634.733
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	93295	94.4%
500	360	0.4%
600	285	0.3%
700	281	0.3%
800	249	0.3%
1000	213	0.2%
425	178	0.2%
900	154	0.2%
550	143	0.1%
1100	125	0.1%
Other values (884)	3596	3.6%

Value	Count	Frequency (%)
0	93295	94.4%
100	2	< 0.1%
150	3	< 0.1%
178	1	< 0.1%
200	12	< 0.1%
205	1	< 0.1%
208	1	< 0.1%
209	1	< 0.1%
210	3	< 0.1%
211	2	< 0.1%

Value	Count	Frequency (%)
9900	2	< 0.1%
8831	1	< 0.1%
8800	1	< 0.1%
8000	2	< 0.1%
7700	1	< 0.1%
7500	1	< 0.1%
7400	1	< 0.1%
7000	2	< 0.1%
6500	2	< 0.1%
6000	1	< 0.1%

enroll_in_edu_inst_last_wk
Categorical

Imbalance

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	1.5 MiB

Not in universe	92550
High school	3499
College or university	2830

Length

Max length	22
Median length	16
Mean length	16.030178
Min length	12

Characters and Unicode

Total characters	1585048
Distinct characters	18
Distinct categories	3 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Not in universe
2nd row	Not in universe
3rd row	Not in universe
4th row	Not in universe
5th row	Not in universe

Common Values

Value	Count	Frequency (%)
Not in universe	92550	93.6%
High school	3499	3.5%
College or university	2830	2.9%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
not	92550	31.6%
in	92550	31.6%
universe	92550	31.6%
high	3499	1.2%
school	3499	1.2%
college	2830	1.0%
or	2830	1.0%
university	2830	1.0%

Most occurring characters

Value	Count	Frequency (%)
	293138	18.5%
i	194259	12.3%
e	193590	12.2%
n	187930	11.9%
o	105208	6.6%
s	98879	6.2%
r	98210	6.2%
v	95380	6.0%
u	95380	6.0%
t	95380	6.0%
Other values (8)	127694	8.1%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	1193031	75.3%
Space Separator	293138	18.5%
Uppercase Letter	98879	6.2%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
i	194259	16.3%
e	193590	16.2%
n	187930	15.8%
o	105208	8.8%
s	98879	8.3%
r	98210	8.2%
v	95380	8.0%
u	95380	8.0%
t	95380	8.0%
l	9159	0.8%
Other values (4)	19656	1.6%

Uppercase Letter

Value	Count	Frequency (%)
N	92550	93.6%
H	3499	3.5%
C	2830	2.9%

Space Separator

Value	Count	Frequency (%)
	293138	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	1291910	81.5%
Common	293138	18.5%

Most frequent character per script

Latin

Value	Count	Frequency (%)
i	194259	15.0%
e	193590	15.0%
n	187930	14.5%
o	105208	8.1%
s	98879	7.7%
r	98210	7.6%
v	95380	7.4%
u	95380	7.4%
t	95380	7.4%
N	92550	7.2%
Other values (7)	35144	2.7%

Common

Value	Count	Frequency (%)
	293138	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	1585048	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
	293138	18.5%
i	194259	12.3%
e	193590	12.2%
n	187930	11.9%
o	105208	6.6%
s	98879	6.2%
r	98210	6.2%
v	95380	6.0%
u	95380	6.0%
t	95380	6.0%
Other values (8)	127694	8.1%

marital_stat
Categorical

High correlation

Distinct	6
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	1.5 MiB

Married	42422
Never Married	42272
Divorced	6450
Widowed	5324
Separated	1696

Length

Max length	21
Median length	13
Mean length	9.7658451
Min length	7

Characters and Unicode

Total characters	965637
Distinct characters	22
Distinct categories	4 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Married
2nd row	Married
3rd row	Never Married
4th row	Divorced
5th row	Divorced

Common Values

Value	Count	Frequency (%)
Married	42422	42.9%
Never Married	42272	42.8%
Divorced	6450	6.5%
Widowed	5324	5.4%
Separated	1696	1.7%
Married-spouse absent	715	0.7%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
married	84694	59.7%
never	42272	29.8%
divorced	6450	4.5%
widowed	5324	3.8%
separated	1696	1.2%
married-spouse	715	0.5%
absent	715	0.5%

Most occurring characters

Value	Count	Frequency (%)
r	221236	22.9%
e	186549	19.3%
d	104203	10.8%
i	97183	10.1%
a	89516	9.3%
M	85409	8.8%
v	48722	5.0%
	42987	4.5%
N	42272	4.4%
o	12489	1.3%
Other values (12)	35071	3.6%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	780784	80.9%
Uppercase Letter	141151	14.6%
Space Separator	42987	4.5%
Dash Punctuation	715	0.1%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
r	221236	28.3%
e	186549	23.9%
d	104203	13.3%
i	97183	12.4%
a	89516	11.5%
v	48722	6.2%
o	12489	1.6%
c	6450	0.8%
w	5324	0.7%
p	2411	0.3%
Other values (5)	6701	0.9%

Uppercase Letter

Value	Count	Frequency (%)
M	85409	60.5%
N	42272	29.9%
D	6450	4.6%
W	5324	3.8%
S	1696	1.2%

Space Separator

Value	Count	Frequency (%)
	42987	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	715	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	921935	95.5%
Common	43702	4.5%

Most frequent character per script

Latin

Value	Count	Frequency (%)
r	221236	24.0%
e	186549	20.2%
d	104203	11.3%
i	97183	10.5%
a	89516	9.7%
M	85409	9.3%
v	48722	5.3%
N	42272	4.6%
o	12489	1.4%
c	6450	0.7%
Other values (10)	27906	3.0%

Common

Value	Count	Frequency (%)
	42987	98.4%
-	715	1.6%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	965637	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
r	221236	22.9%
e	186549	19.3%
d	104203	10.8%
i	97183	10.1%
a	89516	9.3%
M	85409	8.8%
v	48722	5.0%
	42987	4.5%
N	42272	4.4%
o	12489	1.3%
Other values (12)	35071	3.6%

major_industry_code
Categorical

High correlation

Distinct	24
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	1.5 MiB

Not in universe or children	49403
Retail trade	8711
Manufacturing-durable goods	4445
Education	4227
Manufacturing-nondurable goods	3394
Other values (19)	28699

Length

Max length	36
Median length	28
Mean length	24.316478
Min length	7

Characters and Unicode

Total characters	2404389
Distinct characters	38
Distinct categories	4 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Manufacturing-durable goods
2nd row	Business and repair services
3rd row	Not in universe or children
4th row	Transportation
5th row	Construction

Common Values

Value	Count	Frequency (%)
Not in universe or children	49403	50.0%
Retail trade	8711	8.8%
Manufacturing-durable goods	4445	4.5%
Education	4227	4.3%
Manufacturing-nondurable goods	3394	3.4%
Construction	3066	3.1%
Finance insurance and real estate	3019	3.1%
Business and repair services	2985	3.0%
Medical except hospital	2304	2.3%
Transportation	2211	2.2%
Other values (14)	15114	15.3%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
not	49403	13.8%
universe	49403	13.8%
or	49403	13.8%
children	49403	13.8%
in	49403	13.8%
services	10782	3.0%
trade	10533	2.9%
retail	8711	2.4%
goods	7839	2.2%
and	6676	1.9%
Other values (34)	67347	18.8%

Most occurring characters

Value	Count	Frequency (%)
	358903	14.9%
e	243705	10.1%
i	224203	9.3%
n	220082	9.2%
r	219335	9.1%
o	150196	6.2%
t	120058	5.0%
s	115646	4.8%
a	95172	4.0%
c	92888	3.9%
Other values (28)	564201	23.5%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	1935840	80.5%
Space Separator	358903	14.9%
Uppercase Letter	101807	4.2%
Dash Punctuation	7839	0.3%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
e	243705	12.6%
i	224203	11.6%
n	220082	11.4%
r	219335	11.3%
o	150196	7.8%
t	120058	6.2%
s	115646	6.0%
a	95172	4.9%
c	92888	4.8%
u	92400	4.8%
Other values (11)	362155	18.7%

Uppercase Letter

Value	Count	Frequency (%)
N	49403	48.5%
M	10468	10.3%
R	8711	8.6%
E	5048	5.0%
H	4763	4.7%
P	4128	4.1%
C	3661	3.6%
F	3137	3.1%
B	2985	2.9%
T	2211	2.2%
Other values (5)	7292	7.2%

Space Separator

Value	Count	Frequency (%)
	358903	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	7839	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	2037647	84.7%
Common	366742	15.3%

Most frequent character per script

Latin

Value	Count	Frequency (%)
e	243705	12.0%
i	224203	11.0%
n	220082	10.8%
r	219335	10.8%
o	150196	7.4%
t	120058	5.9%
s	115646	5.7%
a	95172	4.7%
c	92888	4.6%
u	92400	4.5%
Other values (26)	463962	22.8%

Common

Value	Count	Frequency (%)
	358903	97.9%
-	7839	2.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	2404389	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
	358903	14.9%
e	243705	10.1%
i	224203	9.3%
n	220082	9.2%
r	219335	9.1%
o	150196	6.2%
t	120058	5.0%
s	115646	4.8%
a	95172	4.0%
c	92888	3.9%
Other values (28)	564201	23.5%

major_occupation_code
Categorical

High correlation

Distinct	15
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	1.5 MiB

Not in universe	49403
Adm support including clerical	7252
Professional specialty	6869
Executive admin and managerial	6288
Other service	6176
Other values (10)	22891

Length

Max length	38
Median length	36
Mean length	20.779073
Min length	6

Characters and Unicode

Total characters	2054614
Distinct characters	34
Distinct categories	4 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Machine operators assmblrs & inspctrs
2nd row	Professional specialty
3rd row	Not in universe
4th row	Executive admin and managerial
5th row	Precision production craft & repair

Common Values

Value	Count	Frequency (%)
Not in universe	49403	50.0%
Adm support including clerical	7252	7.3%
Professional specialty	6869	6.9%
Executive admin and managerial	6288	6.4%
Other service	6176	6.2%
Sales	6021	6.1%
Precision production craft & repair	5354	5.4%
Machine operators assmblrs & inspctrs	3186	3.2%
Handlers equip cleaners etc	2070	2.1%
Transportation and material moving	2040	2.1%
Other values (5)	4220	4.3%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
not	49403	16.0%
in	49403	16.0%
universe	49403	16.0%
and	11320	3.7%
support	8724	2.8%
	8540	2.8%
clerical	7252	2.4%
adm	7252	2.4%
including	7252	2.4%
professional	6869	2.2%
Other values (33)	103051	33.4%

Most occurring characters

Value	Count	Frequency (%)
	310539	15.1%
i	205246	10.0%
e	203495	9.9%
n	177399	8.6%
r	149150	7.3%
s	128958	6.3%
t	107721	5.2%
o	103592	5.0%
a	100938	4.9%
u	79516	3.9%
Other values (24)	488060	23.8%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	1636640	79.7%
Space Separator	310539	15.1%
Uppercase Letter	98895	4.8%
Other Punctuation	8540	0.4%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
i	205246	12.5%
e	203495	12.4%
n	177399	10.8%
r	149150	9.1%
s	128958	7.9%
t	107721	6.6%
o	103592	6.3%
a	100938	6.2%
u	79516	4.9%
c	72622	4.4%
Other values (12)	308003	18.8%

Uppercase Letter

Value	Count	Frequency (%)
N	49403	50.0%
P	13435	13.6%
A	7268	7.3%
E	6288	6.4%
O	6176	6.2%
S	6021	6.1%
T	3512	3.6%
M	3186	3.2%
H	2070	2.1%
F	1536	1.6%

Space Separator

Value	Count	Frequency (%)
	310539	100.0%

Other Punctuation

Value	Count	Frequency (%)
&	8540	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	1735535	84.5%
Common	319079	15.5%

Most frequent character per script

Latin

Value	Count	Frequency (%)
i	205246	11.8%
e	203495	11.7%
n	177399	10.2%
r	149150	8.6%
s	128958	7.4%
t	107721	6.2%
o	103592	6.0%
a	100938	5.8%
u	79516	4.6%
c	72622	4.2%
Other values (22)	406898	23.4%

Common

Value	Count	Frequency (%)
	310539	97.3%
&	8540	2.7%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	2054614	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
	310539	15.1%
i	205246	10.0%
e	203495	9.9%
n	177399	8.6%
r	149150	7.3%
s	128958	6.3%
t	107721	5.2%
o	103592	5.0%
a	100938	4.9%
u	79516	3.9%
Other values (24)	488060	23.8%

race
Categorical

Imbalance

Distinct	5
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	1.5 MiB

White	82805
Black	10061
Asian or Pacific Islander	2909
Other	1899
Amer Indian Aleut or Eskimo	1205

Length

Max length	28
Median length	6
Mean length	6.8565014
Min length	6

Characters and Unicode

Total characters	677964
Distinct characters	24
Distinct categories	3 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	White
2nd row	White
3rd row	White
4th row	White
5th row	White

Common Values

Value	Count	Frequency (%)
White	82805	83.7%
Black	10061	10.2%
Asian or Pacific Islander	2909	2.9%
Other	1899	1.9%
Amer Indian Aleut or Eskimo	1205	1.2%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
white	82805	73.7%
black	10061	8.9%
or	4114	3.7%
asian	2909	2.6%
pacific	2909	2.6%
islander	2909	2.6%
other	1899	1.7%
amer	1205	1.1%
indian	1205	1.1%
aleut	1205	1.1%

Most occurring characters

Value	Count	Frequency (%)
	112426	16.6%
i	93942	13.9%
e	90023	13.3%
t	85909	12.7%
h	84704	12.5%
W	82805	12.2%
a	19993	2.9%
c	15879	2.3%
l	14175	2.1%
k	11266	1.7%
Other values (14)	66842	9.9%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	457226	67.4%
Space Separator	112426	16.6%
Uppercase Letter	108312	16.0%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
i	93942	20.5%
e	90023	19.7%
t	85909	18.8%
h	84704	18.5%
a	19993	4.4%
c	15879	3.5%
l	14175	3.1%
k	11266	2.5%
r	10127	2.2%
n	8228	1.8%
Other values (6)	22980	5.0%

Uppercase Letter

Value	Count	Frequency (%)
W	82805	76.5%
B	10061	9.3%
A	5319	4.9%
I	4114	3.8%
P	2909	2.7%
O	1899	1.8%
E	1205	1.1%

Space Separator

Value	Count	Frequency (%)
	112426	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	565538	83.4%
Common	112426	16.6%

Most frequent character per script

Latin

Value	Count	Frequency (%)
i	93942	16.6%
e	90023	15.9%
t	85909	15.2%
h	84704	15.0%
W	82805	14.6%
a	19993	3.5%
c	15879	2.8%
l	14175	2.5%
k	11266	2.0%
r	10127	1.8%
Other values (13)	56715	10.0%

Common

Value	Count	Frequency (%)
	112426	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	677964	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
	112426	16.6%
i	93942	13.9%
e	90023	13.3%
t	85909	12.7%
h	84704	12.5%
W	82805	12.2%
a	19993	2.9%
c	15879	2.3%
l	14175	2.1%
k	11266	1.7%
Other values (14)	66842	9.9%

hispanic_origin
Categorical

High correlation Imbalance

Distinct	10
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	1.5 MiB

All other	85084
Mexican-American	3981
Mexican (Mexicano)	3686
Central or South American	1985
Puerto Rican	1578
Other values (5)	2565

Length

Max length	26
Median length	10
Mean length	10.982989
Min length	3

Characters and Unicode

Total characters	1085987
Distinct characters	31
Distinct categories	6 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Mexican (Mexicano)
2nd row	All other
3rd row	Mexican-American
4th row	All other
5th row	All other

Common Values

Value	Count	Frequency (%)
All other	85084	86.0%
Mexican-American	3981	4.0%
Mexican (Mexicano)	3686	3.7%
Central or South American	1985	2.0%
Puerto Rican	1578	1.6%
Other Spanish	1243	1.3%
Cuban	613	0.6%
NA	400	0.4%
Chicano	169	0.2%
Do not know	140	0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
other	86327	43.9%
all	85084	43.3%
mexican-american	3981	2.0%
mexican	3686	1.9%
mexicano	3686	1.9%
central	1985	1.0%
or	1985	1.0%
south	1985	1.0%
american	1985	1.0%
rican	1578	0.8%
Other values (8)	4423	2.2%

Most occurring characters

Value	Count	Frequency (%)
	196705	18.1%
l	172153	15.9%
e	107209	9.9%
r	97841	9.0%
o	94907	8.7%
t	92015	8.5%
A	91450	8.4%
h	89724	8.3%
n	23187	2.1%
a	22907	2.1%
Other values (21)	97889	9.0%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	764192	70.4%
Space Separator	196705	18.1%
Uppercase Letter	113737	10.5%
Dash Punctuation	3981	0.4%
Open Punctuation	3686	0.3%
Close Punctuation	3686	0.3%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
l	172153	22.5%
e	107209	14.0%
r	97841	12.8%
o	94907	12.4%
t	92015	12.0%
h	89724	11.7%
n	23187	3.0%
a	22907	3.0%
i	20309	2.7%
c	19066	2.5%
Other values (8)	24874	3.3%

Uppercase Letter

Value	Count	Frequency (%)
A	91450	80.4%
M	11353	10.0%
S	3228	2.8%
C	2767	2.4%
P	1578	1.4%
R	1578	1.4%
O	1243	1.1%
N	400	0.4%
D	140	0.1%

Space Separator

Value	Count	Frequency (%)
	196705	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	3981	100.0%

Open Punctuation

Value	Count	Frequency (%)
(	3686	100.0%

Close Punctuation

Value	Count	Frequency (%)
)	3686	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	877929	80.8%
Common	208058	19.2%

Most frequent character per script

Latin

Value	Count	Frequency (%)
l	172153	19.6%
e	107209	12.2%
r	97841	11.1%
o	94907	10.8%
t	92015	10.5%
A	91450	10.4%
h	89724	10.2%
n	23187	2.6%
a	22907	2.6%
i	20309	2.3%
Other values (17)	66227	7.5%

Common

Value	Count	Frequency (%)
	196705	94.5%
-	3981	1.9%
(	3686	1.8%
)	3686	1.8%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	1085987	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
	196705	18.1%
l	172153	15.9%
e	107209	9.9%
r	97841	9.0%
o	94907	8.7%
t	92015	8.5%
A	91450	8.4%
h	89724	8.3%
n	23187	2.1%
a	22907	2.1%
Other values (21)	97889	9.0%

sex
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	1.5 MiB

Female	51361
Male	47518

Length

Max length	7
Median length	7
Mean length	6.0388657
Min length	5

Characters and Unicode

Total characters	597117
Distinct characters	7
Distinct categories	3 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Female
2nd row	Female
3rd row	Male
4th row	Female
5th row	Male

Common Values

Value	Count	Frequency (%)
Female	51361	51.9%
Male	47518	48.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
female	51361	51.9%
male	47518	48.1%

Most occurring characters

Value	Count	Frequency (%)
e	150240	25.2%
	98879	16.6%
a	98879	16.6%
l	98879	16.6%
F	51361	8.6%
m	51361	8.6%
M	47518	8.0%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	399359	66.9%
Space Separator	98879	16.6%
Uppercase Letter	98879	16.6%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
e	150240	37.6%
a	98879	24.8%
l	98879	24.8%
m	51361	12.9%

Uppercase Letter

Value	Count	Frequency (%)
F	51361	51.9%
M	47518	48.1%

Space Separator

Value	Count	Frequency (%)
	98879	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	498238	83.4%
Common	98879	16.6%

Most frequent character per script

Latin

Value	Count	Frequency (%)
e	150240	30.2%
a	98879	19.8%
l	98879	19.8%
F	51361	10.3%
m	51361	10.3%
M	47518	9.5%

Common

Value	Count	Frequency (%)
	98879	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	597117	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
e	150240	25.2%
	98879	16.6%
a	98879	16.6%
l	98879	16.6%
F	51361	8.6%
m	51361	8.6%
M	47518	8.0%

member_of_a_labor_union
Categorical

Imbalance

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	1.5 MiB

Not in universe	89400
No	8034
Yes	1445

Length

Max length	16
Median length	16
Mean length	14.768373
Min length	3

Characters and Unicode

Total characters	1460282
Distinct characters	12
Distinct categories	3 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Not in universe
2nd row	Not in universe
3rd row	Not in universe
4th row	Not in universe
5th row	Not in universe

Common Values

Value	Count	Frequency (%)
Not in universe	89400	90.4%
No	8034	8.1%
Yes	1445	1.5%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
not	89400	32.2%
in	89400	32.2%
universe	89400	32.2%
no	8034	2.9%
yes	1445	0.5%

Most occurring characters

Value	Count	Frequency (%)
	277679	19.0%
e	180245	12.3%
i	178800	12.2%
n	178800	12.2%
N	97434	6.7%
o	97434	6.7%
s	90845	6.2%
t	89400	6.1%
u	89400	6.1%
v	89400	6.1%
Other values (2)	90845	6.2%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	1083724	74.2%
Space Separator	277679	19.0%
Uppercase Letter	98879	6.8%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
e	180245	16.6%
i	178800	16.5%
n	178800	16.5%
o	97434	9.0%
s	90845	8.4%
t	89400	8.2%
u	89400	8.2%
v	89400	8.2%
r	89400	8.2%

Uppercase Letter

Value	Count	Frequency (%)
N	97434	98.5%
Y	1445	1.5%

Space Separator

Value	Count	Frequency (%)
	277679	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	1182603	81.0%
Common	277679	19.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
e	180245	15.2%
i	178800	15.1%
n	178800	15.1%
N	97434	8.2%
o	97434	8.2%
s	90845	7.7%
t	89400	7.6%
u	89400	7.6%
v	89400	7.6%
r	89400	7.6%

Common

Value	Count	Frequency (%)
	277679	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	1460282	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
	277679	19.0%
e	180245	12.3%
i	178800	12.2%
n	178800	12.2%
N	97434	6.7%
o	97434	6.7%
s	90845	6.2%
t	89400	6.1%
u	89400	6.1%
v	89400	6.1%
Other values (2)	90845	6.2%

reason_for_unemployment
Categorical

Imbalance

Distinct	5
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	1.5 MiB

Not in universe	95749
Job loser	1616
Re-entrant	1024
Job leaver	286
New entrant	204

Length

Max length	15
Median length	15
Mean length	14.827446
Min length	9

Characters and Unicode

Total characters	1466123
Distinct characters	18
Distinct categories	4 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Not in universe
2nd row	Not in universe
3rd row	Not in universe
4th row	Not in universe
5th row	Not in universe

Common Values

Value	Count	Frequency (%)
Not in universe	95749	96.8%
Job loser	1616	1.6%
Re-entrant	1024	1.0%
Job leaver	286	0.3%
New entrant	204	0.2%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
not	95749	32.7%
in	95749	32.7%
universe	95749	32.7%
job	1902	0.7%
loser	1616	0.6%
re-entrant	1024	0.4%
leaver	286	0.1%
new	204	0.1%
entrant	204	0.1%

Most occurring characters

Value	Count	Frequency (%)
e	196142	13.4%
n	193954	13.2%
	193604	13.2%
i	191498	13.1%
o	99267	6.8%
r	98879	6.7%
t	98205	6.7%
s	97365	6.6%
v	96035	6.6%
N	95953	6.5%
Other values (8)	105221	7.2%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	1172616	80.0%
Space Separator	193604	13.2%
Uppercase Letter	98879	6.7%
Dash Punctuation	1024	0.1%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
e	196142	16.7%
n	193954	16.5%
i	191498	16.3%
o	99267	8.5%
r	98879	8.4%
t	98205	8.4%
s	97365	8.3%
v	96035	8.2%
u	95749	8.2%
b	1902	0.2%
Other values (3)	3620	0.3%

Uppercase Letter

Value	Count	Frequency (%)
N	95953	97.0%
J	1902	1.9%
R	1024	1.0%

Space Separator

Value	Count	Frequency (%)
	193604	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	1024	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	1271495	86.7%
Common	194628	13.3%

Most frequent character per script

Latin

Value	Count	Frequency (%)
e	196142	15.4%
n	193954	15.3%
i	191498	15.1%
o	99267	7.8%
r	98879	7.8%
t	98205	7.7%
s	97365	7.7%
v	96035	7.6%
N	95953	7.5%
u	95749	7.5%
Other values (6)	8448	0.7%

Common

Value	Count	Frequency (%)
	193604	99.5%
-	1024	0.5%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	1466123	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
e	196142	13.4%
n	193954	13.2%
	193604	13.2%
i	191498	13.1%
o	99267	6.8%
r	98879	6.7%
t	98205	6.7%
s	97365	6.6%
v	96035	6.6%
N	95953	6.5%
Other values (8)	105221	7.2%

full_or_part_time_employment_stat
Categorical

High correlation

Distinct	4
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	1.5 MiB

Children or Armed Forces	60832
FTE	21670
Not Employed	13390
PTE	2987

Length

Max length	24
Median length	24
Mean length	17.13831
Min length	3

Characters and Unicode

Total characters	1694619
Distinct characters	22
Distinct categories	3 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	FTE
2nd row	PTE
3rd row	Children or Armed Forces
4th row	Children or Armed Forces
5th row	FTE

Common Values

Value	Count	Frequency (%)
Children or Armed Forces	60832	61.5%
FTE	21670	21.9%
Not Employed	13390	13.5%
PTE	2987	3.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
children	60832	20.6%
or	60832	20.6%
armed	60832	20.6%
forces	60832	20.6%
fte	21670	7.4%
not	13390	4.5%
employed	13390	4.5%
pte	2987	1.0%

Most occurring characters

Value	Count	Frequency (%)
r	243328	14.4%
e	195886	11.6%
	195886	11.6%
o	148444	8.8%
d	135054	8.0%
F	82502	4.9%
m	74222	4.4%
l	74222	4.4%
h	60832	3.6%
s	60832	3.6%
Other values (12)	423411	25.0%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	1215486	71.7%
Uppercase Letter	283247	16.7%
Space Separator	195886	11.6%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
r	243328	20.0%
e	195886	16.1%
o	148444	12.2%
d	135054	11.1%
m	74222	6.1%
l	74222	6.1%
h	60832	5.0%
s	60832	5.0%
c	60832	5.0%
n	60832	5.0%
Other values (4)	101002	8.3%

Uppercase Letter

Value	Count	Frequency (%)
F	82502	29.1%
C	60832	21.5%
A	60832	21.5%
E	38047	13.4%
T	24657	8.7%
N	13390	4.7%
P	2987	1.1%

Space Separator

Value	Count	Frequency (%)
	195886	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	1498733	88.4%
Common	195886	11.6%

Most frequent character per script

Latin

Value	Count	Frequency (%)
r	243328	16.2%
e	195886	13.1%
o	148444	9.9%
d	135054	9.0%
F	82502	5.5%
m	74222	5.0%
l	74222	5.0%
h	60832	4.1%
s	60832	4.1%
c	60832	4.1%
Other values (11)	362579	24.2%

Common

Value	Count	Frequency (%)
	195886	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	1694619	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
r	243328	14.4%
e	195886	11.6%
	195886	11.6%
o	148444	8.8%
d	135054	8.0%
F	82502	4.9%
m	74222	4.4%
l	74222	4.4%
h	60832	3.6%
s	60832	3.6%
Other values (12)	423411	25.0%

capital_gains
Real number (ℝ)

Zeros

Distinct	123
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	429.59091

Minimum	0
Maximum	99999
Zeros	95157
Zeros (%)	96.2%
Negative	0
Negative (%)	0.0%
Memory size	1.5 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	99999
Range	99999
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	4637.1881
Coefficient of variation (CV)	10.794428
Kurtosis	402.82376
Mean	429.59091
Median Absolute Deviation (MAD)	0
Skewness	19.209214
Sum	42477520
Variance	21503513
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	95157	96.2%
15024	380	0.4%
7298	289	0.3%
7688	285	0.3%
99999	188	0.2%
5178	106	0.1%
4386	103	0.1%
3103	101	0.1%
5013	84	0.1%
10520	71	0.1%
Other values (113)	2115	2.1%

Value	Count	Frequency (%)
0	95157	96.2%
114	9	< 0.1%
401	22	< 0.1%
594	45	< 0.1%
914	7	< 0.1%
991	27	< 0.1%
1055	43	< 0.1%
1086	61	0.1%
1111	8	< 0.1%
1140	2	< 0.1%

Value	Count	Frequency (%)
99999	188	0.2%
41310	3	< 0.1%
34095	2	< 0.1%
27828	44	< 0.1%
25236	9	< 0.1%
25124	13	< 0.1%
20051	36	< 0.1%
18481	8	< 0.1%
15831	8	< 0.1%
15024	380	0.4%

capital_losses
Real number (ℝ)

Zeros

Distinct	111
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	36.240223

Minimum	0
Maximum	4608
Zeros	96971
Zeros (%)	98.1%
Negative	0
Negative (%)	0.0%
Memory size	1.5 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	4608
Range	4608
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	266.68642
Coefficient of variation (CV)	7.3588515
Kurtosis	64.450436
Mean	36.240223
Median Absolute Deviation (MAD)	0
Skewness	7.7596025
Sum	3583397
Variance	71121.646
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	96971	98.1%
1902	213	0.2%
1977	195	0.2%
1887	168	0.2%
1602	106	0.1%
1485	59	0.1%
1848	54	0.1%
1740	52	0.1%
2415	45	< 0.1%
1590	40	< 0.1%
Other values (101)	976	1.0%

Value	Count	Frequency (%)
0	96971	98.1%
155	2	< 0.1%
213	6	< 0.1%
323	2	< 0.1%
419	18	< 0.1%
625	11	< 0.1%
653	5	< 0.1%
772	3	< 0.1%
810	5	< 0.1%
880	4	< 0.1%

Value	Count	Frequency (%)
4608	4	< 0.1%
4356	15	< 0.1%
3900	1	< 0.1%
3770	3	< 0.1%
3683	2	< 0.1%
3500	1	< 0.1%
3175	2	< 0.1%
3004	6	< 0.1%
2824	15	< 0.1%
2788	4	< 0.1%

dividends_from_stocks
Real number (ℝ)

Skewed Zeros

Distinct	1140
Distinct (%)	1.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	194.21373

Minimum	0
Maximum	99999
Zeros	88351
Zeros (%)	89.4%
Negative	0
Negative (%)	0.0%
Memory size	1.5 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	400
Maximum	99999
Range	99999
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	1849.8435
Coefficient of variation (CV)	9.5247824
Kurtosis	940.09239
Mean	194.21373
Median Absolute Deviation (MAD)	0
Skewness	25.258473
Sum	19203659
Variance	3421920.9
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	88351	89.4%
100	571	0.6%
500	506	0.5%
200	481	0.5%
1000	474	0.5%
50	402	0.4%
250	281	0.3%
300	271	0.3%
150	262	0.3%
2000	246	0.2%
Other values (1130)	7034	7.1%

Value	Count	Frequency (%)
0	88351	89.4%
1	233	0.2%
2	97	0.1%
3	53	0.1%
4	37	< 0.1%
5	84	0.1%
6	48	< 0.1%
7	31	< 0.1%
8	41	< 0.1%
9	24	< 0.1%

Value	Count	Frequency (%)
99999	6	< 0.1%
90000	1	< 0.1%
81000	1	< 0.1%
75000	3	< 0.1%
60000	4	< 0.1%
57678	1	< 0.1%
55000	1	< 0.1%
51000	1	< 0.1%
50110	1	< 0.1%
50000	9	< 0.1%

tax_filer_stat
Categorical

High correlation

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	1.5 MiB

Joint Filer	39734
Non-Filer	36496
Individual Filer	22649

Length

Max length	16
Median length	11
Mean length	11.407094
Min length	9

Characters and Unicode

Total characters	1127922
Distinct characters	17
Distinct categories	4 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Joint Filer
2nd row	Joint Filer
3rd row	Non-Filer
4th row	Individual Filer
5th row	Individual Filer

Common Values

Value	Count	Frequency (%)
Joint Filer	39734	40.2%
Non-Filer	36496	36.9%
Individual Filer	22649	22.9%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
filer	62383	38.7%
joint	39734	24.6%
non-filer	36496	22.6%
individual	22649	14.0%

Most occurring characters

Value	Count	Frequency (%)
i	183911	16.3%
l	121528	10.8%
e	98879	8.8%
r	98879	8.8%
n	98879	8.8%
F	98879	8.8%
o	76230	6.8%
	62383	5.5%
d	45298	4.0%
J	39734	3.5%
Other values (7)	203322	18.0%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	831285	73.7%
Uppercase Letter	197758	17.5%
Space Separator	62383	5.5%
Dash Punctuation	36496	3.2%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
i	183911	22.1%
l	121528	14.6%
e	98879	11.9%
r	98879	11.9%
n	98879	11.9%
o	76230	9.2%
d	45298	5.4%
t	39734	4.8%
v	22649	2.7%
u	22649	2.7%

Uppercase Letter

Value	Count	Frequency (%)
F	98879	50.0%
J	39734	20.1%
N	36496	18.5%
I	22649	11.5%

Space Separator

Value	Count	Frequency (%)
	62383	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	36496	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	1029043	91.2%
Common	98879	8.8%

Most frequent character per script

Latin

Value	Count	Frequency (%)
i	183911	17.9%
l	121528	11.8%
e	98879	9.6%
r	98879	9.6%
n	98879	9.6%
F	98879	9.6%
o	76230	7.4%
d	45298	4.4%
J	39734	3.9%
t	39734	3.9%
Other values (5)	127092	12.4%

Common

Value	Count	Frequency (%)
	62383	63.1%
-	36496	36.9%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	1127922	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
i	183911	16.3%
l	121528	10.8%
e	98879	8.8%
r	98879	8.8%
n	98879	8.8%
F	98879	8.8%
o	76230	6.8%
	62383	5.5%
d	45298	4.0%
J	39734	3.5%
Other values (7)	203322	18.0%

region_of_previous_residence
Categorical

High correlation Imbalance

Distinct	6
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	1.5 MiB

Not in universe	91198
South	2422
West	2041
Midwest	1694
Northeast	1322

Length

Max length	16
Median length	16
Mean length	15.292337
Min length	5

Characters and Unicode

Total characters	1512091
Distinct characters	20
Distinct categories	3 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Not in universe
2nd row	Not in universe
3rd row	Not in universe
4th row	Not in universe
5th row	Not in universe

Common Values

Value	Count	Frequency (%)
Not in universe	91198	92.2%
South	2422	2.4%
West	2041	2.1%
Midwest	1694	1.7%
Northeast	1322	1.3%
Abroad	202	0.2%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
not	91198	32.4%
in	91198	32.4%
universe	91198	32.4%
south	2422	0.9%
west	2041	0.7%
midwest	1694	0.6%
northeast	1322	0.5%
abroad	202	0.1%

Most occurring characters

Value	Count	Frequency (%)
	281275	18.6%
e	187453	12.4%
i	184090	12.2%
n	182396	12.1%
t	99999	6.6%
s	96255	6.4%
o	95144	6.3%
u	93620	6.2%
r	92722	6.1%
N	92520	6.1%
Other values (10)	106617	7.1%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	1131937	74.9%
Space Separator	281275	18.6%
Uppercase Letter	98879	6.5%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
e	187453	16.6%
i	184090	16.3%
n	182396	16.1%
t	99999	8.8%
s	96255	8.5%
o	95144	8.4%
u	93620	8.3%
r	92722	8.2%
v	91198	8.1%
h	3744	0.3%
Other values (4)	5316	0.5%

Uppercase Letter

Value	Count	Frequency (%)
N	92520	93.6%
S	2422	2.4%
W	2041	2.1%
M	1694	1.7%
A	202	0.2%

Space Separator

Value	Count	Frequency (%)
	281275	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	1230816	81.4%
Common	281275	18.6%

Most frequent character per script

Latin

Value	Count	Frequency (%)
e	187453	15.2%
i	184090	15.0%
n	182396	14.8%
t	99999	8.1%
s	96255	7.8%
o	95144	7.7%
u	93620	7.6%
r	92722	7.5%
N	92520	7.5%
v	91198	7.4%
Other values (9)	15419	1.3%

Common

Value	Count	Frequency (%)
	281275	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	1512091	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
	281275	18.6%
e	187453	12.4%
i	184090	12.2%
n	182396	12.1%
t	99999	6.6%
s	96255	6.4%
o	95144	6.3%
u	93620	6.2%
r	92722	6.1%
N	92520	6.1%
Other values (10)	106617	7.1%

state_of_previous_residence
Text

Distinct	51
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	1.5 MiB

Length

Max length	21
Median length	16
Mean length	15.47016
Min length	2

Characters and Unicode

Total characters	1529674
Distinct characters	46
Distinct categories	4 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Not in universe
2nd row	Not in universe
3rd row	Not in universe
4th row	Not in universe
5th row	Not in universe

Value	Count	Frequency (%)
not	91198	32.3%
universe	91198	32.3%
in	91198	32.3%
california	881	0.3%
north	623	0.2%
utah	533	0.2%
new	489	0.2%
florida	450	0.2%
carolina	447	0.2%
	330	0.1%
Other values (46)	5379	1.9%

Most occurring characters

Value	Count	Frequency (%)
	282726	18.5%
i	188701	12.3%
n	187296	12.2%
e	185188	12.1%
o	96908	6.3%
r	95309	6.2%
t	93880	6.1%
s	93824	6.1%
N	92491	6.0%
u	91818	6.0%
Other values (36)	121533	7.9%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	1146674	75.0%
Space Separator	282726	18.5%
Uppercase Letter	99944	6.5%
Other Punctuation	330	< 0.1%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
i	188701	16.5%
n	187296	16.3%
e	185188	16.2%
o	96908	8.5%
r	95309	8.3%
t	93880	8.2%
s	93824	8.2%
u	91818	8.0%
v	91377	8.0%
a	9436	0.8%
Other values (14)	12937	1.1%

Uppercase Letter

Value	Count	Frequency (%)
N	92491	92.5%
C	1563	1.6%
M	1192	1.2%
A	732	0.7%
U	533	0.5%
O	504	0.5%
I	461	0.5%
F	450	0.5%
D	404	0.4%
W	267	0.3%
Other values (10)	1347	1.3%

Space Separator

Value	Count	Frequency (%)
	282726	100.0%

Other Punctuation

Value	Count	Frequency (%)
?	330	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	1246618	81.5%
Common	283056	18.5%

Most frequent character per script

Latin

Value	Count	Frequency (%)
i	188701	15.1%
n	187296	15.0%
e	185188	14.9%
o	96908	7.8%
r	95309	7.6%
t	93880	7.5%
s	93824	7.5%
N	92491	7.4%
u	91818	7.4%
v	91377	7.3%
Other values (34)	29826	2.4%

Common

Value	Count	Frequency (%)
	282726	99.9%
?	330	0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	1529674	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
	282726	18.5%
i	188701	12.3%
n	187296	12.2%
e	185188	12.1%
o	96908	6.3%
r	95309	6.2%
t	93880	6.1%
s	93824	6.1%
N	92491	6.0%
u	91818	6.0%
Other values (36)	121533	7.9%

detailed_household_and_family_stat
Categorical

High correlation

Distinct	4
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	1.5 MiB

Primary Householder	58576
Child	31896
Extended Family	4810
Other	3597

Length

Max length	19
Median length	19
Mean length	13.780065
Min length	5

Characters and Unicode

Total characters	1362559
Distinct characters	22
Distinct categories	3 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Primary Householder
2nd row	Primary Householder
3rd row	Child
4th row	Primary Householder
5th row	Other

Common Values

Value	Count	Frequency (%)
Primary Householder	58576	59.2%
Child	31896	32.3%
Extended Family	4810	4.9%
Other	3597	3.6%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
primary	58576	36.1%
householder	58576	36.1%
child	31896	19.7%
extended	4810	3.0%
family	4810	3.0%
other	3597	2.2%

Most occurring characters

Value	Count	Frequency (%)
r	179325	13.2%
e	130369	9.6%
o	117152	8.6%
d	100092	7.3%
i	95282	7.0%
l	95282	7.0%
h	94069	6.9%
m	63386	4.7%
a	63386	4.7%
y	63386	4.7%
Other values (12)	360830	26.5%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	1136908	83.4%
Uppercase Letter	162265	11.9%
Space Separator	63386	4.7%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
r	179325	15.8%
e	130369	11.5%
o	117152	10.3%
d	100092	8.8%
i	95282	8.4%
l	95282	8.4%
h	94069	8.3%
m	63386	5.6%
a	63386	5.6%
y	63386	5.6%
Other values (5)	135179	11.9%

Uppercase Letter

Value	Count	Frequency (%)
P	58576	36.1%
H	58576	36.1%
C	31896	19.7%
E	4810	3.0%
F	4810	3.0%
O	3597	2.2%

Space Separator

Value	Count	Frequency (%)
	63386	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	1299173	95.3%
Common	63386	4.7%

Most frequent character per script

Latin

Value	Count	Frequency (%)
r	179325	13.8%
e	130369	10.0%
o	117152	9.0%
d	100092	7.7%
i	95282	7.3%
l	95282	7.3%
h	94069	7.2%
m	63386	4.9%
a	63386	4.9%
y	63386	4.9%
Other values (11)	297444	22.9%

Common

Value	Count	Frequency (%)
	63386	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	1362559	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
r	179325	13.2%
e	130369	9.6%
o	117152	8.6%
d	100092	7.3%
i	95282	7.0%
l	95282	7.0%
h	94069	6.9%
m	63386	4.7%
a	63386	4.7%
y	63386	4.7%
Other values (12)	360830	26.5%

detailed_household_summary_in_household
Categorical

High correlation

Distinct	8
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	1.5 MiB

Householder	37939
Child under 18 never married	24195
Spouse of householder	20648
Child 18 or older	7337
Other relative of householder	4813
Other values (3)	3947

Length

Max length	37
Median length	30
Mean length	20.173808
Min length	12

Characters and Unicode

Total characters	1994766
Distinct characters	29
Distinct categories	5 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Spouse of householder
2nd row	Spouse of householder
3rd row	Child under 18 never married
4th row	Householder
5th row	Nonrelative of householder

Common Values

Value	Count	Frequency (%)
Householder	37939	38.4%
Child under 18 never married	24195	24.5%
Spouse of householder	20648	20.9%
Child 18 or older	7337	7.4%
Other relative of householder	4813	4.9%
Nonrelative of householder	3871	3.9%
Group Quarters- Secondary individual	54	0.1%
Child under 18 ever married	22	< 0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
householder	67271	23.9%
child	31554	11.2%
18	31554	11.2%
of	29332	10.4%
under	24217	8.6%
married	24217	8.6%
never	24195	8.6%
spouse	20648	7.3%
older	7337	2.6%
or	7337	2.6%
Other values (8)	13735	4.9%

Most occurring characters

Value	Count	Frequency (%)
e	281684	14.1%
	281397	14.1%
o	203175	10.2%
r	192526	9.7%
d	154758	7.8%
h	132970	6.7%
l	114900	5.8%
u	112298	5.6%
s	87973	4.4%
i	64617	3.2%
Other values (19)	368468	18.5%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	1551220	77.8%
Space Separator	281397	14.1%
Uppercase Letter	98987	5.0%
Decimal Number	63108	3.2%
Dash Punctuation	54	< 0.1%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
e	281684	18.2%
o	203175	13.1%
r	192526	12.4%
d	154758	10.0%
h	132970	8.6%
l	114900	7.4%
u	112298	7.2%
s	87973	5.7%
i	64617	4.2%
n	52391	3.4%
Other values (8)	153928	9.9%

Uppercase Letter

Value	Count	Frequency (%)
H	37939	38.3%
C	31554	31.9%
S	20702	20.9%
O	4813	4.9%
N	3871	3.9%
G	54	0.1%
Q	54	0.1%

Decimal Number

Value	Count	Frequency (%)
8	31554	50.0%
1	31554	50.0%

Space Separator

Value	Count	Frequency (%)
	281397	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	54	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	1650207	82.7%
Common	344559	17.3%

Most frequent character per script

Latin

Value	Count	Frequency (%)
e	281684	17.1%
o	203175	12.3%
r	192526	11.7%
d	154758	9.4%
h	132970	8.1%
l	114900	7.0%
u	112298	6.8%
s	87973	5.3%
i	64617	3.9%
n	52391	3.2%
Other values (15)	252915	15.3%

Common

Value	Count	Frequency (%)
	281397	81.7%
8	31554	9.2%
1	31554	9.2%
-	54	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	1994766	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
e	281684	14.1%
	281397	14.1%
o	203175	10.2%
r	192526	9.7%
d	154758	7.8%
h	132970	6.7%
l	114900	5.8%
u	112298	5.6%
s	87973	4.4%
i	64617	3.2%
Other values (19)	368468	18.5%

instance_weight
Real number (ℝ)

Distinct	64741
Distinct (%)	65.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1741.2191

Minimum	43.26
Maximum	16258.2
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.5 MiB

Quantile statistics

Minimum	43.26
5-th percentile	393.667
Q1	1058.14
median	1616.89
Q3	2190.47
95-th percentile	3592.968
Maximum	16258.2
Range	16214.94
Interquartile range (IQR)	1132.33

Descriptive statistics

Standard deviation	996.25211
Coefficient of variation (CV)	0.5721578
Kurtosis	5.5538814
Mean	1741.2191
Median Absolute Deviation (MAD)	563.4
Skewness	1.4480311
Sum	1.7217001 × 10⁸
Variance	992518.27
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
707.9	22	< 0.1%
1215.77	19	< 0.1%
1362.16	19	< 0.1%
1378.71	19	< 0.1%
1831.77	16	< 0.1%
1291.46	15	< 0.1%
2013.21	15	< 0.1%
1386.38	15	< 0.1%
1280.35	15	< 0.1%
2228.01	15	< 0.1%
Other values (64731)	98709	99.8%

Value	Count	Frequency (%)
43.26	1	< 0.1%
47.83	1	< 0.1%
50.38	1	< 0.1%
50.46	1	< 0.1%
52.43	1	< 0.1%
53.7	2	< 0.1%
54.88	1	< 0.1%
56.45	1	< 0.1%
58.55	1	< 0.1%
58.65	1	< 0.1%

Value	Count	Frequency (%)
16258.2	1	< 0.1%
14547.9	1	< 0.1%
13388.6	1	< 0.1%
13145.1	1	< 0.1%
12960.2	1	< 0.1%
12739.2	1	< 0.1%
12554.3	1	< 0.1%
11688.2	1	< 0.1%
11627.5	1	< 0.1%
11254.2	2	< 0.1%

migration_code_change_in_msa
Categorical

High correlation

Distinct	6
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	1.5 MiB

Not in universe	50354
No movement	41044
MSA movement	5280
Non-MSA movement	1342
Mixed movement	658

Length

Max length	16
Median length	15
Mean length	13.182283
Min length	11

Characters and Unicode

Total characters	1303451
Distinct characters	21
Distinct categories	4 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Not in universe
2nd row	Not in universe
3rd row	Not in universe
4th row	No movement
5th row	Not in universe

Common Values

Value	Count	Frequency (%)
Not in universe	50354	50.9%
No movement	41044	41.5%
MSA movement	5280	5.3%
Non-MSA movement	1342	1.4%
Mixed movement	658	0.7%
International	201	0.2%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
not	50354	20.3%
in	50354	20.3%
universe	50354	20.3%
movement	48324	19.5%
no	41044	16.6%
msa	5280	2.1%
non-msa	1342	0.5%
mixed	658	0.3%
international	201	0.1%

Most occurring characters

Value	Count	Frequency (%)
e	198215	15.2%
n	150977	11.6%
	149032	11.4%
o	141265	10.8%
i	101567	7.8%
t	99080	7.6%
v	98678	7.6%
m	96648	7.4%
N	92740	7.1%
r	50555	3.9%
Other values (11)	124694	9.6%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	1039612	79.8%
Space Separator	149032	11.4%
Uppercase Letter	113465	8.7%
Dash Punctuation	1342	0.1%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
e	198215	19.1%
n	150977	14.5%
o	141265	13.6%
i	101567	9.8%
t	99080	9.5%
v	98678	9.5%
m	96648	9.3%
r	50555	4.9%
s	50354	4.8%
u	50354	4.8%
Other values (4)	1919	0.2%

Uppercase Letter

Value	Count	Frequency (%)
N	92740	81.7%
M	7280	6.4%
S	6622	5.8%
A	6622	5.8%
I	201	0.2%

Space Separator

Value	Count	Frequency (%)
	149032	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	1342	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	1153077	88.5%
Common	150374	11.5%

Most frequent character per script

Latin

Value	Count	Frequency (%)
e	198215	17.2%
n	150977	13.1%
o	141265	12.3%
i	101567	8.8%
t	99080	8.6%
v	98678	8.6%
m	96648	8.4%
N	92740	8.0%
r	50555	4.4%
s	50354	4.4%
Other values (9)	72998	6.3%

Common

Value	Count	Frequency (%)
	149032	99.1%
-	1342	0.9%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	1303451	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
e	198215	15.2%
n	150977	11.6%
	149032	11.4%
o	141265	10.8%
i	101567	7.8%
t	99080	7.6%
v	98678	7.6%
m	96648	7.4%
N	92740	7.1%
r	50555	3.9%
Other values (11)	124694	9.6%

migration_code_change_in_reg
Categorical

High correlation

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	1.5 MiB

Not in universe	50154
Same area	45912
Different area	2813

Length

Max length	15
Median length	15
Mean length	12.185601
Min length	9

Characters and Unicode

Total characters	1204900
Distinct characters	16
Distinct categories	3 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Not in universe
2nd row	Not in universe
3rd row	Not in universe
4th row	Same area
5th row	Not in universe

Common Values

Value	Count	Frequency (%)
Not in universe	50154	50.7%
Same area	45912	46.4%
Different area	2813	2.8%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
not	50154	20.2%
in	50154	20.2%
universe	50154	20.2%
area	48725	19.7%
same	45912	18.5%
different	2813	1.1%

Most occurring characters

Value	Count	Frequency (%)
e	200571	16.6%
	149033	12.4%
a	143362	11.9%
i	103121	8.6%
n	103121	8.6%
r	101692	8.4%
t	52967	4.4%
N	50154	4.2%
o	50154	4.2%
u	50154	4.2%
Other values (6)	200571	16.6%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	956988	79.4%
Space Separator	149033	12.4%
Uppercase Letter	98879	8.2%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
e	200571	21.0%
a	143362	15.0%
i	103121	10.8%
n	103121	10.8%
r	101692	10.6%
t	52967	5.5%
o	50154	5.2%
u	50154	5.2%
v	50154	5.2%
s	50154	5.2%
Other values (2)	51538	5.4%

Uppercase Letter

Value	Count	Frequency (%)
N	50154	50.7%
S	45912	46.4%
D	2813	2.8%

Space Separator

Value	Count	Frequency (%)
	149033	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	1055867	87.6%
Common	149033	12.4%

Most frequent character per script

Latin

Value	Count	Frequency (%)
e	200571	19.0%
a	143362	13.6%
i	103121	9.8%
n	103121	9.8%
r	101692	9.6%
t	52967	5.0%
N	50154	4.8%
o	50154	4.8%
u	50154	4.8%
v	50154	4.8%
Other values (5)	150417	14.2%

Common

Value	Count	Frequency (%)
	149033	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	1204900	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
e	200571	16.6%
	149033	12.4%
a	143362	11.9%
i	103121	8.6%
n	103121	8.6%
r	101692	8.4%
t	52967	4.4%
N	50154	4.2%
o	50154	4.2%
u	50154	4.2%
Other values (6)	200571	16.6%

migration_code_move_within_reg
Categorical

High correlation Imbalance

Distinct	10
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	1.5 MiB

?	49470
Nonmover	41044
Same county	4868
Different county same state	1328
Not in universe	684
Other values (5)	1485

Length

Max length	29
Median length	2
Mean length	6.1623499
Min length	2

Characters and Unicode

Total characters	609327
Distinct characters	26
Distinct categories	4 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	?
2nd row	?
3rd row	?
4th row	Nonmover
5th row	?

Common Values

Value	Count	Frequency (%)
?	49470	50.0%
Nonmover	41044	41.5%
Same county	4868	4.9%
Different county same state	1328	1.3%
Not in universe	684	0.7%
Different state in South	475	0.5%
Different state in West	358	0.4%
Different state in Midwest	242	0.2%
Different state in Northeast	208	0.2%
Abroad	202	0.2%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
	49470	43.8%
nonmover	41044	36.3%
same	6196	5.5%
county	6196	5.5%
different	2611	2.3%
state	2611	2.3%
in	1967	1.7%
not	684	0.6%
universe	684	0.6%
south	475	0.4%
Other values (4)	1010	0.9%

Most occurring characters

Value	Count	Frequency (%)
	112948	18.5%
o	89853	14.7%
e	57249	9.4%
n	52502	8.6%
?	49470	8.1%
m	47240	7.8%
r	44749	7.3%
N	41936	6.9%
v	41728	6.8%
t	16204	2.7%
Other values (16)	55448	9.1%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	396217	65.0%
Space Separator	112948	18.5%
Uppercase Letter	50692	8.3%
Other Punctuation	49470	8.1%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
o	89853	22.7%
e	57249	14.4%
n	52502	13.3%
m	47240	11.9%
r	44749	11.3%
v	41728	10.5%
t	16204	4.1%
a	9217	2.3%
u	7355	1.9%
c	6196	1.6%
Other values (8)	23924	6.0%

Uppercase Letter

Value	Count	Frequency (%)
N	41936	82.7%
S	5343	10.5%
D	2611	5.2%
W	358	0.7%
M	242	0.5%
A	202	0.4%

Space Separator

Value	Count	Frequency (%)
	112948	100.0%

Other Punctuation

Value	Count	Frequency (%)
?	49470	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	446909	73.3%
Common	162418	26.7%

Most frequent character per script

Latin

Value	Count	Frequency (%)
o	89853	20.1%
e	57249	12.8%
n	52502	11.7%
m	47240	10.6%
r	44749	10.0%
N	41936	9.4%
v	41728	9.3%
t	16204	3.6%
a	9217	2.1%
u	7355	1.6%
Other values (14)	38876	8.7%

Common

Value	Count	Frequency (%)
	112948	69.5%
?	49470	30.5%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	609327	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
	112948	18.5%
o	89853	14.7%
e	57249	9.4%
n	52502	8.6%
?	49470	8.1%
m	47240	7.8%
r	44749	7.3%
N	41936	6.9%
v	41728	6.8%
t	16204	2.7%
Other values (16)	55448	9.1%

live_in_this_house_1_year_ago
Categorical

High correlation

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	1.5 MiB

Not in universe	50154
Yes	41044
No	7681

Length

Max length	15
Median length	15
Mean length	9.5018052
Min length	3

Characters and Unicode

Total characters	939529
Distinct characters	12
Distinct categories	3 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Not in universe
2nd row	Not in universe
3rd row	Not in universe
4th row	Yes
5th row	Not in universe

Common Values

Value	Count	Frequency (%)
Not in universe	50154	50.7%
Yes	41044	41.5%
No	7681	7.8%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
not	50154	25.2%
in	50154	25.2%
universe	50154	25.2%
yes	41044	20.6%
no	7681	3.9%

Most occurring characters

Value	Count	Frequency (%)
	149033	15.9%
e	141352	15.0%
i	100308	10.7%
n	100308	10.7%
s	91198	9.7%
N	57835	6.2%
o	57835	6.2%
t	50154	5.3%
u	50154	5.3%
v	50154	5.3%
Other values (2)	91198	9.7%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	691617	73.6%
Space Separator	149033	15.9%
Uppercase Letter	98879	10.5%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
e	141352	20.4%
i	100308	14.5%
n	100308	14.5%
s	91198	13.2%
o	57835	8.4%
t	50154	7.3%
u	50154	7.3%
v	50154	7.3%
r	50154	7.3%

Uppercase Letter

Value	Count	Frequency (%)
N	57835	58.5%
Y	41044	41.5%

Space Separator

Value	Count	Frequency (%)
	149033	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	790496	84.1%
Common	149033	15.9%

Most frequent character per script

Latin

Value	Count	Frequency (%)
e	141352	17.9%
i	100308	12.7%
n	100308	12.7%
s	91198	11.5%
N	57835	7.3%
o	57835	7.3%
t	50154	6.3%
u	50154	6.3%
v	50154	6.3%
r	50154	6.3%

Common

Value	Count	Frequency (%)
	149033	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	939529	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
	149033	15.9%
e	141352	15.0%
i	100308	10.7%
n	100308	10.7%
s	91198	9.7%
N	57835	6.2%
o	57835	6.2%
t	50154	5.3%
u	50154	5.3%
v	50154	5.3%
Other values (2)	91198	9.7%

migration_prev_res_in_sunbelt
Categorical

High correlation Imbalance

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	1.5 MiB

Not in universe	91198
No	4803
Yes	2878

Length

Max length	15
Median length	15
Mean length	14.096937
Min length	3

Characters and Unicode

Total characters	1393891
Distinct characters	12
Distinct categories	3 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Not in universe
2nd row	Not in universe
3rd row	Not in universe
4th row	Not in universe
5th row	Not in universe

Common Values

Value	Count	Frequency (%)
Not in universe	91198	92.2%
No	4803	4.9%
Yes	2878	2.9%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
not	91198	32.4%
in	91198	32.4%
universe	91198	32.4%
no	4803	1.7%
yes	2878	1.0%

Most occurring characters

Value	Count	Frequency (%)
	190077	13.6%
e	185274	13.3%
i	182396	13.1%
n	182396	13.1%
N	96001	6.9%
o	96001	6.9%
s	94076	6.7%
t	91198	6.5%
u	91198	6.5%
v	91198	6.5%
Other values (2)	94076	6.7%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	1104935	79.3%
Space Separator	190077	13.6%
Uppercase Letter	98879	7.1%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
e	185274	16.8%
i	182396	16.5%
n	182396	16.5%
o	96001	8.7%
s	94076	8.5%
t	91198	8.3%
u	91198	8.3%
v	91198	8.3%
r	91198	8.3%

Uppercase Letter

Value	Count	Frequency (%)
N	96001	97.1%
Y	2878	2.9%

Space Separator

Value	Count	Frequency (%)
	190077	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	1203814	86.4%
Common	190077	13.6%

Most frequent character per script

Latin

Value	Count	Frequency (%)
e	185274	15.4%
i	182396	15.2%
n	182396	15.2%
N	96001	8.0%
o	96001	8.0%
s	94076	7.8%
t	91198	7.6%
u	91198	7.6%
v	91198	7.6%
r	91198	7.6%

Common

Value	Count	Frequency (%)
	190077	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	1393891	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
	190077	13.6%
e	185274	13.3%
i	182396	13.1%
n	182396	13.1%
N	96001	6.9%
o	96001	6.9%
s	94076	6.7%
t	91198	6.5%
u	91198	6.5%
v	91198	6.5%
Other values (2)	94076	6.7%

num_persons_worked_for_employer
Real number (ℝ)

High correlation Zeros

Distinct	7
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.9735839

Minimum	0
Maximum	6
Zeros	47009
Zeros (%)	47.5%
Negative	0
Negative (%)	0.0%
Memory size	1.5 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	1
Q3	4
95-th percentile	6
Maximum	6
Range	6
Interquartile range (IQR)	4

Descriptive statistics

Standard deviation	2.3676159
Coefficient of variation (CV)	1.199653
Kurtosis	-1.0968823
Mean	1.9735839
Median Absolute Deviation (MAD)	1
Skewness	0.74035049
Sum	195146
Variance	5.6056049
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=7)

Value	Count	Frequency (%)
0	47009	47.5%
6	18328	18.5%
1	11641	11.8%
4	7059	7.1%
3	6836	6.9%
2	5079	5.1%
5	2927	3.0%

Value	Count	Frequency (%)
0	47009	47.5%
1	11641	11.8%
2	5079	5.1%
3	6836	6.9%
4	7059	7.1%
5	2927	3.0%
6	18328	18.5%

Value	Count	Frequency (%)
6	18328	18.5%
5	2927	3.0%
4	7059	7.1%
3	6836	6.9%
2	5079	5.1%
1	11641	11.8%
0	47009	47.5%

family_members_under_18
Categorical

High correlation Imbalance

Distinct	5
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	1.5 MiB

Not in universe	72372
Both parents present	18580
Mother only present	6181
Father only present	941
Neither parent present	805

Length

Max length	23
Median length	16
Mean length	17.284631
Min length	16

Characters and Unicode

Total characters	1709087
Distinct characters	19
Distinct categories	3 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Not in universe
2nd row	Not in universe
3rd row	Both parents present
4th row	Not in universe
5th row	Not in universe

Common Values

Value	Count	Frequency (%)
Not in universe	72372	73.2%
Both parents present	18580	18.8%
Mother only present	6181	6.3%
Father only present	941	1.0%
Neither parent present	805	0.8%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
not	72372	24.4%
in	72372	24.4%
universe	72372	24.4%
present	26507	8.9%
both	18580	6.3%
parents	18580	6.3%
only	7122	2.4%
mother	6181	2.1%
father	941	0.3%
neither	805	0.3%

Most occurring characters

Value	Count	Frequency (%)
	296637	17.4%
e	225875	13.2%
n	197758	11.6%
i	145549	8.5%
t	144771	8.5%
r	126191	7.4%
s	117459	6.9%
o	104255	6.1%
N	73177	4.3%
u	72372	4.2%
Other values (9)	205043	12.0%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	1313571	76.9%
Space Separator	296637	17.4%
Uppercase Letter	98879	5.8%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
e	225875	17.2%
n	197758	15.1%
i	145549	11.1%
t	144771	11.0%
r	126191	9.6%
s	117459	8.9%
o	104255	7.9%
u	72372	5.5%
v	72372	5.5%
p	45892	3.5%
Other values (4)	61077	4.6%

Uppercase Letter

Value	Count	Frequency (%)
N	73177	74.0%
B	18580	18.8%
M	6181	6.3%
F	941	1.0%

Space Separator

Value	Count	Frequency (%)
	296637	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	1412450	82.6%
Common	296637	17.4%

Most frequent character per script

Latin

Value	Count	Frequency (%)
e	225875	16.0%
n	197758	14.0%
i	145549	10.3%
t	144771	10.2%
r	126191	8.9%
s	117459	8.3%
o	104255	7.4%
N	73177	5.2%
u	72372	5.1%
v	72372	5.1%
Other values (8)	132671	9.4%

Common

Value	Count	Frequency (%)
	296637	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	1709087	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
	296637	17.4%
e	225875	13.2%
n	197758	11.6%
i	145549	8.5%
t	144771	8.5%
r	126191	7.4%
s	117459	6.9%
o	104255	6.1%
N	73177	4.3%
u	72372	4.2%
Other values (9)	205043	12.0%

country_of_birth_father
Categorical

High correlation Imbalance

Distinct	43
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	1.5 MiB

United-States	78519
Mexico	5030
?	3425
Puerto-Rico	1285
Italy	1119
Other values (38)	9501

Length

Max length	29
Median length	14
Mean length	12.644738
Min length	2

Characters and Unicode

Total characters	1250299
Distinct characters	47
Distinct categories	7 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Mexico
2nd row	United-States
3rd row	United-States
4th row	United-States
5th row	United-States

Common Values

Value	Count	Frequency (%)
United-States	78519	79.4%
Mexico	5030	5.1%
?	3425	3.5%
Puerto-Rico	1285	1.3%
Italy	1119	1.1%
Dominican-Republic	681	0.7%
Canada	659	0.7%
Germany	648	0.7%
Poland	629	0.6%
Philippines	591	0.6%
Other values (33)	6293	6.4%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
united-states	78519	78.9%
mexico	5030	5.1%
	3425	3.4%
puerto-rico	1285	1.3%
italy	1119	1.1%
dominican-republic	681	0.7%
canada	659	0.7%
germany	648	0.7%
poland	629	0.6%
philippines	591	0.6%
Other values (39)	6904	6.9%

Most occurring characters

Value	Count	Frequency (%)
t	239312	19.1%
e	167264	13.4%
	99490	8.0%
a	92045	7.4%
i	91125	7.3%
n	85629	6.8%
d	82073	6.6%
-	81083	6.5%
S	79547	6.4%
s	79441	6.4%
Other values (37)	153290	12.3%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	888711	71.1%
Uppercase Letter	177369	14.2%
Space Separator	99490	8.0%
Dash Punctuation	81083	6.5%
Other Punctuation	3494	0.3%
Open Punctuation	76	< 0.1%
Close Punctuation	76	< 0.1%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
t	239312	26.9%
e	167264	18.8%
a	92045	10.4%
i	91125	10.3%
n	85629	9.6%
d	82073	9.2%
s	79441	8.9%
o	11411	1.3%
c	8784	1.0%
l	5843	0.7%
Other values (11)	25784	2.9%

Uppercase Letter

Value	Count	Frequency (%)
S	79547	44.8%
U	78671	44.4%
M	5030	2.8%
P	2876	1.6%
C	2048	1.2%
R	1966	1.1%
I	1912	1.1%
G	1161	0.7%
E	1076	0.6%
D	681	0.4%
Other values (10)	2401	1.4%

Other Punctuation

Value	Count	Frequency (%)
?	3425	98.0%
&	69	2.0%

Space Separator

Value	Count	Frequency (%)
	99490	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	81083	100.0%

Open Punctuation

Value	Count	Frequency (%)
(	76	100.0%

Close Punctuation

Value	Count	Frequency (%)
)	76	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	1066080	85.3%
Common	184219	14.7%

Most frequent character per script

Latin

Value	Count	Frequency (%)
t	239312	22.4%
e	167264	15.7%
a	92045	8.6%
i	91125	8.5%
n	85629	8.0%
d	82073	7.7%
S	79547	7.5%
s	79441	7.5%
U	78671	7.4%
o	11411	1.1%
Other values (31)	59562	5.6%

Common

Value	Count	Frequency (%)
	99490	54.0%
-	81083	44.0%
?	3425	1.9%
(	76	< 0.1%
)	76	< 0.1%
&	69	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	1250299	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
t	239312	19.1%
e	167264	13.4%
	99490	8.0%
a	92045	7.4%
i	91125	7.3%
n	85629	6.8%
d	82073	6.6%
-	81083	6.5%
S	79547	6.4%
s	79441	6.4%
Other values (37)	153290	12.3%

country_of_birth_mother
Categorical

High correlation Imbalance

Distinct	43
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	1.5 MiB

United-States	79165
Mexico	4969
?	3070
Puerto-Rico	1190
Italy	917
Other values (38)	9568

Length

Max length	29
Median length	14
Mean length	12.69044
Min length	2

Characters and Unicode

Total characters	1254818
Distinct characters	47
Distinct categories	7 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Mexico
2nd row	United-States
3rd row	United-States
4th row	United-States
5th row	United-States

Common Values

Value	Count	Frequency (%)
United-States	79165	80.1%
Mexico	4969	5.0%
?	3070	3.1%
Puerto-Rico	1190	1.2%
Italy	917	0.9%
Canada	702	0.7%
Germany	676	0.7%
Philippines	644	0.7%
Cuba	594	0.6%
Poland	585	0.6%
Other values (33)	6367	6.4%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
united-states	79165	79.6%
mexico	4969	5.0%
	3070	3.1%
puerto-rico	1190	1.2%
italy	917	0.9%
canada	702	0.7%
germany	676	0.7%
philippines	644	0.6%
cuba	594	0.6%
poland	585	0.6%
Other values (39)	6961	7.0%

Most occurring characters

Value	Count	Frequency (%)
t	240965	19.2%
e	168270	13.4%
	99473	7.9%
a	92713	7.4%
i	91332	7.3%
n	86249	6.9%
d	82819	6.6%
-	81508	6.5%
S	80234	6.4%
s	80116	6.4%
Other values (37)	151139	12.0%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	892492	71.1%
Uppercase Letter	178093	14.2%
Space Separator	99473	7.9%
Dash Punctuation	81508	6.5%
Other Punctuation	3128	0.2%
Open Punctuation	62	< 0.1%
Close Punctuation	62	< 0.1%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
t	240965	27.0%
e	168270	18.9%
a	92713	10.4%
i	91332	10.2%
n	86249	9.7%
d	82819	9.3%
s	80116	9.0%
o	11006	1.2%
c	8292	0.9%
l	5603	0.6%
Other values (11)	25127	2.8%

Uppercase Letter

Value	Count	Frequency (%)
S	80234	45.1%
U	79289	44.5%
M	4969	2.8%
P	2784	1.6%
C	2054	1.2%
R	1728	1.0%
I	1721	1.0%
E	1161	0.7%
G	1122	0.6%
D	538	0.3%
Other values (10)	2493	1.4%

Other Punctuation

Value	Count	Frequency (%)
?	3070	98.1%
&	58	1.9%

Space Separator

Value	Count	Frequency (%)
	99473	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	81508	100.0%

Open Punctuation

Value	Count	Frequency (%)
(	62	100.0%

Close Punctuation

Value	Count	Frequency (%)
)	62	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	1070585	85.3%
Common	184233	14.7%

Most frequent character per script

Latin

Value	Count	Frequency (%)
t	240965	22.5%
e	168270	15.7%
a	92713	8.7%
i	91332	8.5%
n	86249	8.1%
d	82819	7.7%
S	80234	7.5%
s	80116	7.5%
U	79289	7.4%
o	11006	1.0%
Other values (31)	57592	5.4%

Common

Value	Count	Frequency (%)
	99473	54.0%
-	81508	44.2%
?	3070	1.7%
(	62	< 0.1%
)	62	< 0.1%
&	58	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	1254818	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
t	240965	19.2%
e	168270	13.4%
	99473	7.9%
a	92713	7.4%
i	91332	7.3%
n	86249	6.9%
d	82819	6.6%
-	81508	6.5%
S	80234	6.4%
s	80116	6.4%
Other values (37)	151139	12.0%

country_of_birth_self
Categorical

High correlation Imbalance

Distinct	43
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	1.5 MiB

United-States	87478
Mexico	2934
?	1763
Puerto-Rico	691
Philippines	454
Other values (38)	5559

Length

Max length	29
Median length	14
Mean length	13.259337
Min length	2

Characters and Unicode

Total characters	1311070
Distinct characters	47
Distinct categories	7 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Mexico
2nd row	United-States
3rd row	United-States
4th row	United-States
5th row	United-States

Common Values

Value	Count	Frequency (%)
United-States	87478	88.5%
Mexico	2934	3.0%
?	1763	1.8%
Puerto-Rico	691	0.7%
Philippines	454	0.5%
Cuba	428	0.4%
Germany	420	0.4%
Canada	346	0.3%
El-Salvador	342	0.3%
Dominican-Republic	327	0.3%
Other values (33)	3696	3.7%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
united-states	87478	88.0%
mexico	2934	3.0%
	1763	1.8%
puerto-rico	691	0.7%
philippines	454	0.5%
cuba	428	0.4%
germany	420	0.4%
canada	346	0.3%
el-salvador	342	0.3%
dominican-republic	327	0.3%
Other values (39)	4168	4.2%

Most occurring characters

Value	Count	Frequency (%)
t	264267	20.2%
e	180908	13.8%
	99351	7.6%
a	95334	7.3%
i	95149	7.3%
n	91503	7.0%
d	89343	6.8%
-	88895	6.8%
S	88183	6.7%
s	88122	6.7%
Other values (37)	130015	9.9%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	934298	71.3%
Uppercase Letter	186623	14.2%
Space Separator	99351	7.6%
Dash Punctuation	88895	6.8%
Other Punctuation	1811	0.1%
Open Punctuation	46	< 0.1%
Close Punctuation	46	< 0.1%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
t	264267	28.3%
e	180908	19.4%
a	95334	10.2%
i	95149	10.2%
n	91503	9.8%
d	89343	9.6%
s	88122	9.4%
o	6555	0.7%
c	4933	0.5%
x	2934	0.3%
Other values (11)	15250	1.6%

Uppercase Letter

Value	Count	Frequency (%)
S	88183	47.3%
U	87570	46.9%
M	2934	1.6%
P	1542	0.8%
C	1285	0.7%
R	1018	0.5%
G	707	0.4%
E	701	0.4%
I	627	0.3%
J	354	0.2%
Other values (10)	1702	0.9%

Other Punctuation

Value	Count	Frequency (%)
?	1763	97.3%
&	48	2.7%

Space Separator

Value	Count	Frequency (%)
	99351	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	88895	100.0%

Open Punctuation

Value	Count	Frequency (%)
(	46	100.0%

Close Punctuation

Value	Count	Frequency (%)
)	46	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	1120921	85.5%
Common	190149	14.5%

Most frequent character per script

Latin

Value	Count	Frequency (%)
t	264267	23.6%
e	180908	16.1%
a	95334	8.5%
i	95149	8.5%
n	91503	8.2%
d	89343	8.0%
S	88183	7.9%
s	88122	7.9%
U	87570	7.8%
o	6555	0.6%
Other values (31)	33987	3.0%

Common

Value	Count	Frequency (%)
	99351	52.2%
-	88895	46.8%
?	1763	0.9%
&	48	< 0.1%
(	46	< 0.1%
)	46	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	1311070	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
t	264267	20.2%
e	180908	13.8%
	99351	7.6%
a	95334	7.3%
i	95149	7.3%
n	91503	7.0%
d	89343	6.8%
-	88895	6.8%
S	88183	6.7%
s	88122	6.7%
Other values (37)	130015	9.9%

citizenship
Categorical

High correlation Imbalance

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	1.5 MiB

Native	89168
Foreign	6699
Naturalized	3012

Length

Max length	11
Median length	6
Mean length	6.2200568
Min length	6

Characters and Unicode

Total characters	615033
Distinct characters	15
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Foreign
2nd row	Native
3rd row	Native
4th row	Native
5th row	Native

Common Values

Value	Count	Frequency (%)
Native	89168	90.2%
Foreign	6699	6.8%
Naturalized	3012	3.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
native	89168	90.2%
foreign	6699	6.8%
naturalized	3012	3.0%

Most occurring characters

Value	Count	Frequency (%)
i	98879	16.1%
e	98879	16.1%
a	95192	15.5%
N	92180	15.0%
t	92180	15.0%
v	89168	14.5%
r	9711	1.6%
F	6699	1.1%
o	6699	1.1%
g	6699	1.1%
Other values (5)	18747	3.0%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	516154	83.9%
Uppercase Letter	98879	16.1%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
i	98879	19.2%
e	98879	19.2%
a	95192	18.4%
t	92180	17.9%
v	89168	17.3%
r	9711	1.9%
o	6699	1.3%
g	6699	1.3%
n	6699	1.3%
u	3012	0.6%
Other values (3)	9036	1.8%

Uppercase Letter

Value	Count	Frequency (%)
N	92180	93.2%
F	6699	6.8%

Most occurring scripts

Value	Count	Frequency (%)
Latin	615033	100.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
i	98879	16.1%
e	98879	16.1%
a	95192	15.5%
N	92180	15.0%
t	92180	15.0%
v	89168	14.5%
r	9711	1.6%
F	6699	1.1%
o	6699	1.1%
g	6699	1.1%
Other values (5)	18747	3.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	615033	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
i	98879	16.1%
e	98879	16.1%
a	95192	15.5%
N	92180	15.0%
t	92180	15.0%
v	89168	14.5%
r	9711	1.6%
F	6699	1.1%
o	6699	1.1%
g	6699	1.1%
Other values (5)	18747	3.0%

own_business_or_self_employed
Categorical

Imbalance

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	1.5 MiB

Not in universe	89305
No	8234
Yes	1340

Length

Max length	15
Median length	15
Mean length	13.754822
Min length	2

Characters and Unicode

Total characters	1360063
Distinct characters	12
Distinct categories	3 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Not in universe
2nd row	Not in universe
3rd row	Not in universe
4th row	No
5th row	Not in universe

Common Values

Value	Count	Frequency (%)
Not in universe	89305	90.3%
No	8234	8.3%
Yes	1340	1.4%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
not	89305	32.2%
in	89305	32.2%
universe	89305	32.2%
no	8234	3.0%
yes	1340	0.5%

Most occurring characters

Value	Count	Frequency (%)
e	179950	13.2%
	178610	13.1%
i	178610	13.1%
n	178610	13.1%
N	97539	7.2%
o	97539	7.2%
s	90645	6.7%
t	89305	6.6%
u	89305	6.6%
v	89305	6.6%
Other values (2)	90645	6.7%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	1082574	79.6%
Space Separator	178610	13.1%
Uppercase Letter	98879	7.3%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
e	179950	16.6%
i	178610	16.5%
n	178610	16.5%
o	97539	9.0%
s	90645	8.4%
t	89305	8.2%
u	89305	8.2%
v	89305	8.2%
r	89305	8.2%

Uppercase Letter

Value	Count	Frequency (%)
N	97539	98.6%
Y	1340	1.4%

Space Separator

Value	Count	Frequency (%)
	178610	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	1181453	86.9%
Common	178610	13.1%

Most frequent character per script

Latin

Value	Count	Frequency (%)
e	179950	15.2%
i	178610	15.1%
n	178610	15.1%
N	97539	8.3%
o	97539	8.3%
s	90645	7.7%
t	89305	7.6%
u	89305	7.6%
v	89305	7.6%
r	89305	7.6%

Common

Value	Count	Frequency (%)
	178610	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	1360063	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
e	179950	13.2%
	178610	13.1%
i	178610	13.1%
n	178610	13.1%
N	97539	7.2%
o	97539	7.2%
s	90645	6.7%
t	89305	6.6%
u	89305	6.6%
v	89305	6.6%
Other values (2)	90645	6.7%

fill_inc_questionnaire_for_veteran's_admin
Categorical

High correlation Imbalance

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	1.5 MiB

Not in universe	97852
No	828
Yes	199

Length

Max length	16
Median length	16
Mean length	15.866989
Min length	3

Characters and Unicode

Total characters	1568912
Distinct characters	12
Distinct categories	3 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Not in universe
2nd row	Not in universe
3rd row	Not in universe
4th row	Not in universe
5th row	Not in universe

Common Values

Value	Count	Frequency (%)
Not in universe	97852	99.0%
No	828	0.8%
Yes	199	0.2%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
not	97852	33.2%
in	97852	33.2%
universe	97852	33.2%
no	828	0.3%
yes	199	0.1%

Most occurring characters

Value	Count	Frequency (%)
	294583	18.8%
e	195903	12.5%
i	195704	12.5%
n	195704	12.5%
N	98680	6.3%
o	98680	6.3%
s	98051	6.2%
t	97852	6.2%
u	97852	6.2%
v	97852	6.2%
Other values (2)	98051	6.2%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	1175450	74.9%
Space Separator	294583	18.8%
Uppercase Letter	98879	6.3%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
e	195903	16.7%
i	195704	16.6%
n	195704	16.6%
o	98680	8.4%
s	98051	8.3%
t	97852	8.3%
u	97852	8.3%
v	97852	8.3%
r	97852	8.3%

Uppercase Letter

Value	Count	Frequency (%)
N	98680	99.8%
Y	199	0.2%

Space Separator

Value	Count	Frequency (%)
	294583	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	1274329	81.2%
Common	294583	18.8%

Most frequent character per script

Latin

Value	Count	Frequency (%)
e	195903	15.4%
i	195704	15.4%
n	195704	15.4%
N	98680	7.7%
o	98680	7.7%
s	98051	7.7%
t	97852	7.7%
u	97852	7.7%
v	97852	7.7%
r	97852	7.7%

Common

Value	Count	Frequency (%)
	294583	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	1568912	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
	294583	18.8%
e	195903	12.5%
i	195704	12.5%
n	195704	12.5%
N	98680	6.3%
o	98680	6.3%
s	98051	6.2%
t	97852	6.2%
u	97852	6.2%
v	97852	6.2%
Other values (2)	98051	6.2%

veterans_benefits
Categorical

High correlation

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	1.5 MiB

Not a Veteran	75256
Not in universe	22596
Veteran	1027

Length

Max length	15
Median length	13
Mean length	13.394725
Min length	7

Characters and Unicode

Total characters	1324457
Distinct characters	13
Distinct categories	3 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Not a Veteran
2nd row	Not a Veteran
3rd row	Not in universe
4th row	Not a Veteran
5th row	Not a Veteran

Common Values

Value	Count	Frequency (%)
Not a Veteran	75256	76.1%
Not in universe	22596	22.9%
Veteran	1027	1.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
not	97852	33.2%
veteran	76283	25.9%
a	75256	25.5%
in	22596	7.7%
universe	22596	7.7%

Most occurring characters

Value	Count	Frequency (%)
e	197758	14.9%
	195704	14.8%
t	174135	13.1%
a	151539	11.4%
n	121475	9.2%
r	98879	7.5%
N	97852	7.4%
o	97852	7.4%
V	76283	5.8%
i	45192	3.4%
Other values (3)	67788	5.1%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	954618	72.1%
Space Separator	195704	14.8%
Uppercase Letter	174135	13.1%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
e	197758	20.7%
t	174135	18.2%
a	151539	15.9%
n	121475	12.7%
r	98879	10.4%
o	97852	10.3%
i	45192	4.7%
u	22596	2.4%
v	22596	2.4%
s	22596	2.4%

Uppercase Letter

Value	Count	Frequency (%)
N	97852	56.2%
V	76283	43.8%

Space Separator

Value	Count	Frequency (%)
	195704	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	1128753	85.2%
Common	195704	14.8%

Most frequent character per script

Latin

Value	Count	Frequency (%)
e	197758	17.5%
t	174135	15.4%
a	151539	13.4%
n	121475	10.8%
r	98879	8.8%
N	97852	8.7%
o	97852	8.7%
V	76283	6.8%
i	45192	4.0%
u	22596	2.0%
Other values (2)	45192	4.0%

Common

Value	Count	Frequency (%)
	195704	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	1324457	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
e	197758	14.9%
	195704	14.8%
t	174135	13.1%
a	151539	11.4%
n	121475	9.2%
r	98879	7.5%
N	97852	7.4%
o	97852	7.4%
V	76283	5.8%
i	45192	3.4%
Other values (3)	67788	5.1%

weeks_worked_in_year
Real number (ℝ)

High correlation Zeros

Distinct	53
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	23.391226

Minimum	0
Maximum	52
Zeros	47009
Zeros (%)	47.5%
Negative	0
Negative (%)	0.0%
Memory size	1.5 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	10
Q3	52
95-th percentile	52
Maximum	52
Range	52
Interquartile range (IQR)	52

Descriptive statistics

Standard deviation	24.398786
Coefficient of variation (CV)	1.0430743
Kurtosis	-1.8681688
Mean	23.391226
Median Absolute Deviation (MAD)	10
Skewness	0.19363319
Sum	2312901
Variance	595.30075
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	47009	47.5%
52	35051	35.4%
40	1362	1.4%
26	1125	1.1%
50	1109	1.1%
48	1010	1.0%
12	952	1.0%
20	725	0.7%
30	725	0.7%
8	564	0.6%
Other values (43)	9247	9.4%

Value	Count	Frequency (%)
0	47009	47.5%
1	226	0.2%
2	209	0.2%
3	207	0.2%
4	361	0.4%
5	127	0.1%
6	315	0.3%
7	71	0.1%
8	564	0.6%
9	126	0.1%

Value	Count	Frequency (%)
52	35051	35.4%
51	413	0.4%
50	1109	1.1%
49	308	0.3%
48	1010	1.0%
47	124	0.1%
46	302	0.3%
45	349	0.4%
44	459	0.5%
43	188	0.2%

year
Categorical

High correlation

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	1.5 MiB

1995	49470
1994	49409

Length

Max length	4
Median length	4
Mean length	4
Min length	4

Characters and Unicode

Total characters	395516
Distinct characters	4
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1995
2nd row	1995
3rd row	1995
4th row	1994
5th row	1995

Common Values

Value	Count	Frequency (%)
1995	49470	50.0%
1994	49409	50.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1995	49470	50.0%
1994	49409	50.0%

Most occurring characters

Value	Count	Frequency (%)
9	197758	50.0%
1	98879	25.0%
5	49470	12.5%
4	49409	12.5%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	395516	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
9	197758	50.0%
1	98879	25.0%
5	49470	12.5%
4	49409	12.5%

Most occurring scripts

Value	Count	Frequency (%)
Common	395516	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
9	197758	50.0%
1	98879	25.0%
5	49470	12.5%
4	49409	12.5%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	395516	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
9	197758	50.0%
1	98879	25.0%
5	49470	12.5%
4	49409	12.5%

target
Categorical

Imbalance

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	1.5 MiB

1	92693
0	6186

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	98879
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1
2nd row	1
3rd row	1
4th row	1
5th row	1

Common Values

Value	Count	Frequency (%)
1	92693	93.7%
0	6186	6.3%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1	92693	93.7%
0	6186	6.3%

Most occurring characters

Value	Count	Frequency (%)
1	92693	93.7%
0	6186	6.3%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	98879	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
1	92693	93.7%
0	6186	6.3%

Most occurring scripts

Value	Count	Frequency (%)
Common	98879	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
1	92693	93.7%
0	6186	6.3%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	98879	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
1	92693	93.7%
0	6186	6.3%

Interactions

Correlations

	age	capital_gains	capital_losses	citizenship	class_of_worker	country_of_birth_father	country_of_birth_mother	country_of_birth_self	detailed_household_and_family_stat	detailed_household_summary_in_household	detailed_industry_recode	detailed_occupation_recode	dividends_from_stocks	education	enroll_in_edu_inst_last_wk	family_members_under_18	fill_inc_questionnaire_for_veteran's_admin	full_or_part_time_employment_stat	hispanic_origin	instance_weight	live_in_this_house_1_year_ago	major_industry_code	major_occupation_code	marital_stat	member_of_a_labor_union	migration_code_change_in_msa	migration_code_change_in_reg	migration_code_move_within_reg	migration_prev_res_in_sunbelt	num_persons_worked_for_employer	own_business_or_self_employed	race	reason_for_unemployment	region_of_previous_residence	sex	target	tax_filer_stat	veterans_benefits	wage_per_hour	weeks_worked_in_year	year
age	1.000	0.126	0.065	0.125	0.366	0.092	0.089	0.065	0.508	0.398	0.245	0.251	0.246	0.444	0.430	0.481	0.086	0.317	0.051	0.009	0.115	0.245	0.245	0.428	0.171	0.073	0.067	0.085	0.108	0.225	0.190	0.054	0.076	0.069	0.063	0.246	0.588	0.643	0.037	0.267	0.009
capital_gains	0.126	1.000	-0.028	0.015	0.048	0.018	0.020	0.016	0.040	0.050	0.051	0.093	0.112	0.072	0.022	0.029	0.000	0.029	0.008	0.010	0.000	0.050	0.062	0.029	0.015	0.000	0.000	0.000	0.004	0.114	0.023	0.011	0.000	0.002	0.056	0.310	0.058	0.037	0.008	0.126	0.000
capital_losses	0.065	-0.028	1.000	0.015	0.049	0.000	0.000	0.000	0.045	0.054	0.040	0.048	0.065	0.054	0.029	0.038	0.006	0.032	0.007	0.007	0.007	0.038	0.040	0.047	0.026	0.004	0.003	0.011	0.008	0.094	0.024	0.010	0.000	0.007	0.076	0.175	0.095	0.053	0.011	0.104	0.000
citizenship	0.125	0.015	0.015	1.000	0.057	0.538	0.542	0.719	0.110	0.113	0.099	0.121	0.000	0.139	0.019	0.090	0.017	0.043	0.395	0.055	0.032	0.086	0.099	0.104	0.012	0.078	0.015	0.075	0.033	0.042	0.021	0.244	0.029	0.075	0.004	0.044	0.056	0.088	0.017	0.033	0.006
class_of_worker	0.366	0.048	0.049	0.057	1.000	0.054	0.053	0.055	0.260	0.277	0.637	0.597	0.013	0.319	0.082	0.276	0.030	0.363	0.049	0.023	0.037	0.650	0.548	0.212	0.277	0.027	0.022	0.050	0.035	0.510	0.210	0.047	0.438	0.027	0.123	0.234	0.487	0.389	0.083	0.448	0.006
country_of_birth_father	0.092	0.018	0.000	0.538	0.054	1.000	0.781	0.668	0.095	0.067	0.029	0.036	0.000	0.114	0.037	0.071	0.017	0.058	0.540	0.057	0.036	0.034	0.049	0.089	0.041	0.046	0.029	0.033	0.049	0.043	0.047	0.442	0.021	0.054	0.024	0.072	0.077	0.079	0.000	0.030	0.032
country_of_birth_mother	0.089	0.020	0.000	0.542	0.053	0.781	1.000	0.683	0.090	0.064	0.029	0.036	0.000	0.111	0.038	0.067	0.014	0.055	0.546	0.056	0.035	0.034	0.048	0.086	0.040	0.048	0.027	0.034	0.052	0.041	0.045	0.446	0.023	0.056	0.022	0.070	0.073	0.074	0.000	0.028	0.029
country_of_birth_self	0.065	0.016	0.000	0.719	0.055	0.668	0.683	1.000	0.091	0.066	0.036	0.044	0.000	0.125	0.034	0.064	0.000	0.043	0.485	0.046	0.030	0.040	0.057	0.074	0.028	0.049	0.023	0.037	0.043	0.037	0.025	0.381	0.031	0.056	0.027	0.058	0.061	0.088	0.000	0.022	0.020
detailed_household_and_family_stat	0.508	0.040	0.045	0.110	0.260	0.095	0.090	0.091	1.000	0.982	0.265	0.275	0.027	0.428	0.205	0.527	0.049	0.181	0.080	0.037	0.068	0.266	0.268	0.489	0.107	0.057	0.038	0.084	0.065	0.258	0.095	0.075	0.040	0.055	0.054	0.196	0.536	0.505	0.052	0.274	0.000
detailed_household_summary_in_household	0.398	0.050	0.054	0.113	0.277	0.067	0.064	0.066	0.982	1.000	0.220	0.235	0.018	0.398	0.339	0.529	0.070	0.217	0.054	0.035	0.068	0.221	0.224	0.419	0.129	0.046	0.037	0.062	0.063	0.229	0.138	0.072	0.062	0.043	0.373	0.224	0.663	0.606	0.036	0.223	0.000
detailed_industry_recode	0.245	0.051	0.040	0.099	0.637	0.029	0.029	0.036	0.265	0.220	1.000	0.426	0.004	0.320	0.127	0.276	0.039	0.361	0.051	0.026	0.034	0.916	0.599	0.194	0.260	0.029	0.017	0.033	0.036	0.405	0.212	0.056	0.148	0.029	0.305	0.283	0.489	0.388	0.069	0.306	0.006
detailed_occupation_recode	0.251	0.093	0.048	0.121	0.597	0.036	0.036	0.044	0.275	0.235	0.426	1.000	0.014	0.403	0.159	0.277	0.043	0.361	0.064	0.022	0.039	0.566	1.000	0.203	0.261	0.031	0.025	0.035	0.039	0.395	0.220	0.069	0.157	0.028	0.392	0.437	0.498	0.388	0.079	0.310	0.008
dividends_from_stocks	0.246	0.112	0.065	0.000	0.013	0.000	0.000	0.000	0.027	0.018	0.004	0.014	1.000	0.039	0.003	0.018	0.007	0.018	0.000	0.010	0.007	0.011	0.010	0.024	0.000	0.000	0.001	0.000	0.003	0.151	0.010	0.007	0.000	0.000	0.009	0.145	0.036	0.025	-0.001	0.155	0.004
education	0.444	0.072	0.054	0.139	0.319	0.114	0.111	0.125	0.428	0.398	0.320	0.403	0.039	1.000	0.326	0.454	0.045	0.280	0.101	0.025	0.022	0.319	0.372	0.299	0.148	0.018	0.024	0.071	0.016	0.285	0.159	0.066	0.064	0.012	0.064	0.377	0.545	0.707	0.051	0.287	0.010
enroll_in_edu_inst_last_wk	0.430	0.022	0.029	0.019	0.082	0.037	0.038	0.034	0.205	0.339	0.127	0.159	0.003	0.326	1.000	0.153	0.014	0.074	0.021	0.011	0.018	0.133	0.116	0.199	0.027	0.019	0.010	0.025	0.020	0.075	0.066	0.023	0.078	0.022	0.015	0.066	0.177	0.103	0.024	0.185	0.008
family_members_under_18	0.481	0.029	0.038	0.090	0.276	0.071	0.067	0.064	0.527	0.529	0.276	0.277	0.018	0.454	0.153	1.000	0.043	0.222	0.066	0.021	0.029	0.276	0.277	0.350	0.128	0.023	0.016	0.073	0.025	0.284	0.126	0.104	0.045	0.021	0.034	0.156	0.532	0.629	0.043	0.284	0.000
fill_inc_questionnaire_for_veteran's_admin	0.086	0.000	0.006	0.017	0.030	0.017	0.014	0.000	0.049	0.070	0.039	0.043	0.007	0.045	0.014	0.043	1.000	0.035	0.015	0.013	0.000	0.040	0.031	0.068	0.006	0.005	0.000	0.011	0.000	0.022	0.005	0.011	0.000	0.002	0.066	0.029	0.024	0.707	0.008	0.018	0.000
full_or_part_time_employment_stat	0.317	0.029	0.032	0.043	0.363	0.058	0.055	0.043	0.181	0.217	0.361	0.361	0.018	0.280	0.074	0.222	0.035	1.000	0.032	0.019	0.551	0.361	0.360	0.191	0.153	0.448	0.551	0.456	0.162	0.310	0.135	0.022	0.074	0.132	0.102	0.153	0.279	0.306	0.055	0.326	0.790
hispanic_origin	0.051	0.008	0.007	0.395	0.049	0.540	0.546	0.485	0.080	0.054	0.051	0.064	0.000	0.101	0.021	0.066	0.015	0.032	1.000	0.061	0.039	0.045	0.054	0.058	0.045	0.038	0.031	0.028	0.057	0.037	0.035	0.157	0.019	0.047	0.011	0.067	0.077	0.070	0.010	0.026	0.040
instance_weight	0.009	0.010	0.007	0.055	0.023	0.057	0.056	0.046	0.037	0.035	0.026	0.022	0.010	0.025	0.011	0.021	0.013	0.019	0.061	1.000	0.031	0.020	0.021	0.021	0.015	0.032	0.026	0.017	0.035	0.042	0.024	0.087	0.011	0.033	0.033	0.011	0.046	0.027	0.023	0.028	0.026
live_in_this_house_1_year_ago	0.115	0.000	0.007	0.032	0.037	0.036	0.035	0.030	0.068	0.068	0.034	0.039	0.007	0.022	0.018	0.029	0.000	0.551	0.039	0.031	1.000	0.032	0.032	0.062	0.007	0.992	0.815	1.000	0.707	0.036	0.048	0.041	0.028	0.707	0.005	0.025	0.051	0.015	0.000	0.036	0.986
major_industry_code	0.245	0.050	0.038	0.086	0.650	0.034	0.034	0.040	0.266	0.221	0.916	0.566	0.011	0.319	0.133	0.276	0.040	0.361	0.045	0.020	0.032	1.000	0.591	0.194	0.260	0.028	0.019	0.032	0.032	0.402	0.212	0.054	0.149	0.025	0.297	0.280	0.489	0.388	0.068	0.306	0.009
major_occupation_code	0.245	0.062	0.040	0.099	0.548	0.049	0.048	0.057	0.268	0.224	0.599	1.000	0.010	0.372	0.116	0.277	0.031	0.360	0.054	0.021	0.032	0.591	1.000	0.197	0.245	0.027	0.019	0.033	0.033	0.378	0.213	0.055	0.144	0.025	0.332	0.366	0.493	0.387	0.069	0.304	0.009
marital_stat	0.428	0.029	0.047	0.104	0.212	0.089	0.086	0.074	0.489	0.419	0.194	0.203	0.024	0.299	0.199	0.350	0.068	0.191	0.058	0.021	0.062	0.194	0.197	1.000	0.093	0.042	0.030	0.060	0.056	0.188	0.077	0.079	0.037	0.038	0.166	0.196	0.718	0.448	0.039	0.199	0.007
member_of_a_labor_union	0.171	0.015	0.026	0.012	0.277	0.041	0.040	0.028	0.107	0.129	0.260	0.261	0.000	0.148	0.027	0.128	0.006	0.153	0.045	0.015	0.007	0.260	0.245	0.093	1.000	0.008	0.006	0.021	0.005	0.226	0.073	0.025	0.041	0.007	0.030	0.072	0.165	0.126	0.350	0.221	0.008
migration_code_change_in_msa	0.073	0.000	0.004	0.078	0.027	0.046	0.048	0.049	0.057	0.046	0.029	0.031	0.000	0.018	0.019	0.023	0.005	0.448	0.038	0.032	0.992	0.028	0.027	0.042	0.008	1.000	0.852	0.794	0.705	0.026	0.050	0.048	0.023	0.630	0.007	0.027	0.053	0.016	0.000	0.027	0.982
migration_code_change_in_reg	0.067	0.000	0.003	0.015	0.022	0.029	0.027	0.023	0.038	0.037	0.017	0.025	0.001	0.024	0.010	0.016	0.000	0.551	0.031	0.026	0.815	0.019	0.019	0.030	0.006	0.852	1.000	1.000	0.440	0.030	0.042	0.038	0.025	0.458	0.006	0.016	0.027	0.016	0.000	0.035	0.986
migration_code_move_within_reg	0.085	0.000	0.011	0.075	0.050	0.033	0.034	0.037	0.084	0.062	0.033	0.035	0.000	0.071	0.025	0.073	0.011	0.456	0.028	0.017	1.000	0.032	0.033	0.060	0.021	0.794	1.000	1.000	0.738	0.042	0.058	0.041	0.024	0.708	0.007	0.037	0.094	0.109	0.000	0.036	1.000
migration_prev_res_in_sunbelt	0.108	0.004	0.008	0.033	0.035	0.049	0.052	0.043	0.065	0.063	0.036	0.039	0.003	0.016	0.020	0.025	0.000	0.162	0.057	0.035	0.707	0.032	0.033	0.056	0.005	0.705	0.440	0.738	1.000	0.029	0.046	0.025	0.027	0.867	0.001	0.024	0.048	0.002	0.000	0.036	0.290
num_persons_worked_for_employer	0.225	0.114	0.094	0.042	0.510	0.043	0.041	0.037	0.258	0.229	0.405	0.395	0.151	0.285	0.075	0.284	0.022	0.310	0.037	0.042	0.036	0.402	0.378	0.188	0.226	0.026	0.030	0.042	0.029	1.000	0.223	0.047	0.060	0.021	0.109	0.237	0.522	0.406	0.224	0.878	0.034
own_business_or_self_employed	0.190	0.023	0.024	0.021	0.210	0.047	0.045	0.025	0.095	0.138	0.212	0.220	0.010	0.159	0.066	0.126	0.005	0.135	0.035	0.024	0.048	0.212	0.213	0.077	0.073	0.050	0.042	0.058	0.046	0.223	1.000	0.032	0.045	0.049	0.047	0.078	0.185	0.126	0.025	0.238	0.013
race	0.054	0.011	0.010	0.244	0.047	0.442	0.446	0.381	0.075	0.072	0.056	0.069	0.007	0.066	0.023	0.104	0.011	0.022	0.157	0.087	0.041	0.054	0.055	0.079	0.025	0.048	0.038	0.041	0.025	0.047	0.032	1.000	0.023	0.043	0.019	0.059	0.105	0.055	0.005	0.040	0.045
reason_for_unemployment	0.076	0.000	0.000	0.029	0.438	0.021	0.023	0.031	0.040	0.062	0.148	0.157	0.000	0.064	0.078	0.045	0.000	0.074	0.019	0.011	0.028	0.149	0.144	0.037	0.041	0.023	0.025	0.024	0.027	0.060	0.045	0.023	1.000	0.021	0.046	0.029	0.075	0.070	0.009	0.116	0.018
region_of_previous_residence	0.069	0.002	0.007	0.075	0.027	0.054	0.056	0.056	0.055	0.043	0.029	0.028	0.000	0.012	0.022	0.021	0.002	0.132	0.047	0.033	0.707	0.025	0.025	0.038	0.007	0.630	0.458	0.708	0.867	0.021	0.049	0.043	0.021	1.000	0.008	0.026	0.049	0.000	0.000	0.026	0.290
sex	0.063	0.056	0.076	0.004	0.123	0.024	0.022	0.027	0.054	0.373	0.305	0.392	0.009	0.064	0.015	0.034	0.066	0.102	0.011	0.033	0.005	0.297	0.332	0.166	0.030	0.007	0.006	0.007	0.001	0.109	0.047	0.019	0.046	0.008	1.000	0.159	0.037	0.072	0.036	0.116	0.000
target	0.246	0.310	0.175	0.044	0.234	0.072	0.070	0.058	0.196	0.224	0.283	0.437	0.145	0.377	0.066	0.156	0.029	0.153	0.067	0.011	0.025	0.280	0.366	0.196	0.072	0.027	0.016	0.037	0.024	0.237	0.078	0.059	0.029	0.026	0.159	1.000	0.220	0.142	0.067	0.269	0.019
tax_filer_stat	0.588	0.058	0.095	0.056	0.487	0.077	0.073	0.061	0.536	0.663	0.489	0.498	0.036	0.545	0.177	0.532	0.024	0.279	0.077	0.046	0.051	0.489	0.493	0.718	0.165	0.053	0.027	0.094	0.048	0.522	0.185	0.105	0.075	0.049	0.037	0.220	1.000	0.504	0.078	0.532	0.003
veterans_benefits	0.643	0.037	0.053	0.088	0.389	0.079	0.074	0.088	0.505	0.606	0.388	0.388	0.025	0.707	0.103	0.629	0.707	0.306	0.070	0.027	0.015	0.388	0.387	0.448	0.126	0.016	0.016	0.109	0.002	0.406	0.126	0.055	0.070	0.000	0.072	0.142	0.504	1.000	0.056	0.397	0.000
wage_per_hour	0.037	0.008	0.011	0.017	0.083	0.000	0.000	0.000	0.052	0.036	0.069	0.079	-0.001	0.051	0.024	0.043	0.008	0.055	0.010	0.023	0.000	0.068	0.069	0.039	0.350	0.000	0.000	0.000	0.000	0.224	0.025	0.005	0.009	0.000	0.036	0.067	0.078	0.056	1.000	0.216	0.000
weeks_worked_in_year	0.267	0.126	0.104	0.033	0.448	0.030	0.028	0.022	0.274	0.223	0.306	0.310	0.155	0.287	0.185	0.284	0.018	0.326	0.026	0.028	0.036	0.306	0.304	0.199	0.221	0.027	0.035	0.036	0.036	0.878	0.238	0.040	0.116	0.026	0.116	0.269	0.532	0.397	0.216	1.000	0.007
year	0.009	0.000	0.000	0.006	0.006	0.032	0.029	0.020	0.000	0.000	0.006	0.008	0.004	0.010	0.008	0.000	0.000	0.790	0.040	0.026	0.986	0.009	0.009	0.007	0.008	0.982	0.986	1.000	0.290	0.034	0.013	0.045	0.018	0.290	0.000	0.019	0.003	0.000	0.000	0.007	1.000

Missing values

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

Sample

	age	class_of_worker	detailed_industry_recode	detailed_occupation_recode	education	enroll_in_edu_inst_last_wk	marital_stat	major_industry_code	major_occupation_code	race	hispanic_origin	sex	member_of_a_labor_union	reason_for_unemployment	full_or_part_time_employment_stat	dividends_from_stocks	tax_filer_stat	region_of_previous_residence	state_of_previous_residence	detailed_household_and_family_stat	detailed_household_summary_in_household	instance_weight	migration_code_change_in_msa	migration_code_change_in_reg	migration_code_move_within_reg	live_in_this_house_1_year_ago	migration_prev_res_in_sunbelt	num_persons_worked_for_employer	family_members_under_18	country_of_birth_father	country_of_birth_mother	country_of_birth_self	citizenship	own_business_or_self_employed	fill_inc_questionnaire_for_veteran's_admin	veterans_benefits	weeks_worked_in_year	year	target
0	38	Private sector	Transportation	Construction trades	Below High School	Not in universe	Married	Manufacturing-durable goods	Machine operators assmblrs & inspctrs	White	Mexican (Mexicano)	Female	Not in universe	Not in universe	FTE	0	Joint Filer	Not in universe	Not in universe	Primary Householder	Spouse of householder	1032.38	Not in universe	Not in universe	?	Not in universe	Not in universe	4	Not in universe	Mexico	Mexico	Mexico	Foreign	Not in universe	Not in universe	Not a Veteran	12	1995	1
1	44	Self-employed	Wholesale and retail trade	Other professional specialty occupations	Some College	Not in universe	Married	Business and repair services	Professional specialty	White	All other	Female	Not in universe	Not in universe	PTE	2500	Joint Filer	Not in universe	Not in universe	Primary Householder	Spouse of householder	1462.33	Not in universe	Not in universe	?	Not in universe	Not in universe	1	Not in universe	United-States	United-States	United-States	Native	Not in universe	Not in universe	Not a Veteran	26	1995	1
2	2	Not in universe	Not in universe or children	Not in universe	Children	Not in universe	Never Married	Not in universe or children	Not in universe	White	Mexican-American	Male	Not in universe	Not in universe	Children or Armed Forces	0	Non-Filer	Not in universe	Not in universe	Child	Child under 18 never married	1601.75	Not in universe	Not in universe	?	Not in universe	Not in universe	0	Both parents present	United-States	United-States	United-States	Native	Not in universe	Not in universe	Not in universe	0	1995	1
3	35	Private sector	Business and repair services	Management related occupations	High School Graduate	Not in universe	Divorced	Transportation	Executive admin and managerial	White	All other	Female	Not in universe	Not in universe	Children or Armed Forces	0	Individual Filer	Not in universe	Not in universe	Primary Householder	Householder	1866.88	No movement	Same area	Nonmover	Yes	Not in universe	5	Not in universe	United-States	United-States	United-States	Native	No	Not in universe	Not a Veteran	52	1994	1
4	49	Private sector	Manufacturing-durable goods	Automobile mechanics and repairers	High School Graduate	Not in universe	Divorced	Construction	Precision production craft & repair	White	All other	Male	Not in universe	Not in universe	FTE	0	Individual Filer	Not in universe	Not in universe	Other	Nonrelative of householder	1394.54	Not in universe	Not in universe	?	Not in universe	Not in universe	4	Not in universe	United-States	United-States	United-States	Native	Not in universe	Not in universe	Not a Veteran	50	1995	1
5	13	Not in universe	Not in universe or children	Not in universe	Children	Not in universe	Never Married	Not in universe or children	Not in universe	White	All other	Male	Not in universe	Not in universe	Children or Armed Forces	0	Non-Filer	Not in universe	Not in universe	Child	Child under 18 never married	2556.34	No movement	Same area	Nonmover	Yes	Not in universe	0	Both parents present	Germany	United-States	United-States	Native	Not in universe	Not in universe	Not in universe	0	1994	1
6	1	Not in universe	Not in universe or children	Not in universe	Children	Not in universe	Never Married	Not in universe or children	Not in universe	White	Mexican-American	Female	Not in universe	Not in universe	Children or Armed Forces	0	Non-Filer	Not in universe	Not in universe	Child	Child under 18 never married	1723.61	No movement	Same area	Nonmover	Yes	Not in universe	0	Both parents present	Mexico	United-States	United-States	Native	Not in universe	Not in universe	Not in universe	0	1994	1
7	61	Not in universe	Not in universe or children	Not in universe	High School Graduate	Not in universe	Married	Not in universe or children	Not in universe	White	All other	Female	Not in universe	Not in universe	Not Employed	0	Joint Filer	Not in universe	Not in universe	Primary Householder	Spouse of householder	1083.03	Not in universe	Not in universe	?	Not in universe	Not in universe	0	Not in universe	United-States	United-States	United-States	Native	Not in universe	Not in universe	Not a Veteran	0	1995	1
8	38	Private sector	Trade	Other professional specialty occupations	Advanced Degree	Not in universe	Married	Other professional services	Professional specialty	Black	All other	Male	Not in universe	Not in universe	Children or Armed Forces	0	Joint Filer	Not in universe	Not in universe	Primary Householder	Householder	1767.95	No movement	Same area	Nonmover	Yes	Not in universe	1	Not in universe	United-States	United-States	United-States	Native	Not in universe	Not in universe	Not a Veteran	52	1994	1
9	7	Not in universe	Not in universe or children	Not in universe	Children	Not in universe	Never Married	Not in universe or children	Not in universe	White	All other	Female	Not in universe	Not in universe	Children or Armed Forces	0	Non-Filer	Not in universe	Not in universe	Child	Child under 18 never married	1595.19	No movement	Same area	Nonmover	Yes	Not in universe	0	Both parents present	United-States	United-States	United-States	Native	Not in universe	Not in universe	Not in universe	0	1994	1

	age	class_of_worker	detailed_industry_recode	detailed_occupation_recode	education	enroll_in_edu_inst_last_wk	marital_stat	major_industry_code	major_occupation_code	race	hispanic_origin	sex	member_of_a_labor_union	reason_for_unemployment	full_or_part_time_employment_stat	tax_filer_stat	region_of_previous_residence	state_of_previous_residence	detailed_household_and_family_stat	detailed_household_summary_in_household	instance_weight	migration_code_change_in_msa	migration_code_change_in_reg	migration_code_move_within_reg	live_in_this_house_1_year_ago	migration_prev_res_in_sunbelt	num_persons_worked_for_employer	family_members_under_18	country_of_birth_father	country_of_birth_mother	country_of_birth_self	citizenship	own_business_or_self_employed	fill_inc_questionnaire_for_veteran's_admin	veterans_benefits	weeks_worked_in_year	year	target
99751	22	Private sector	Manufacturing	Food service occupations	Some College	College or university	Never Married	Education	Adm support including clerical	White	All other	Female	Not in universe	Not in universe	Children or Armed Forces	Individual Filer	Not in universe	Not in universe	Primary Householder	Householder	1164.53	No movement	Same area	Nonmover	Yes	Not in universe	6	Not in universe	United-States	United-States	United-States	Native	Not in universe	Not in universe	Not a Veteran	52	1994	1
99752	46	Private sector	Transport, communications, utilities	Management related occupations	Some College	Not in universe	Married	Social services	Executive admin and managerial	Black	All other	Female	Not in universe	Not in universe	FTE	Joint Filer	Not in universe	Not in universe	Primary Householder	Spouse of householder	1197.34	Not in universe	Not in universe	?	Not in universe	Not in universe	1	Not in universe	United-States	United-States	United-States	Native	Not in universe	Not in universe	Not a Veteran	52	1995	1
99753	2	Not in universe	Not in universe or children	Not in universe	Children	Not in universe	Never Married	Not in universe or children	Not in universe	White	All other	Female	Not in universe	Not in universe	Children or Armed Forces	Non-Filer	Not in universe	Not in universe	Child	Child under 18 never married	1858.67	Not in universe	Not in universe	?	Not in universe	Not in universe	0	Both parents present	United-States	United-States	United-States	Native	Not in universe	Not in universe	Not in universe	0	1995	1
99754	17	Private sector	Public administration	Personal service occupations	Below High School	High school	Never Married	Retail trade	Other service	White	All other	Female	Not in universe	Not in universe	FTE	Non-Filer	Not in universe	Not in universe	Child	Child under 18 never married	1414.11	Not in universe	Not in universe	?	Not in universe	Not in universe	6	Mother only present	United-States	United-States	United-States	Native	Not in universe	Not in universe	Not a Veteran	1	1995	1
99755	20	Not in universe	Not in universe or children	Not in universe	Some College	College or university	Never Married	Not in universe or children	Not in universe	White	All other	Male	Not in universe	Not in universe	Not Employed	Non-Filer	Not in universe	Not in universe	Other	Nonrelative of householder	1544.21	Not in universe	Not in universe	?	Not in universe	Not in universe	0	Not in universe	United-States	United-States	United-States	Native	Not in universe	Not in universe	Not a Veteran	0	1995	1
99756	4	Not in universe	Not in universe or children	Not in universe	Children	Not in universe	Never Married	Not in universe or children	Not in universe	White	Mexican-American	Male	Not in universe	Not in universe	Children or Armed Forces	Non-Filer	Not in universe	Not in universe	Child	Child under 18 never married	1335.91	Not in universe	Not in universe	?	Not in universe	Not in universe	0	Both parents present	United-States	United-States	United-States	Native	Not in universe	Not in universe	Not in universe	0	1995	1
99758	61	Private sector	Utilities and sanitary services	Construction trades	Below High School	Not in universe	Separated	Manufacturing-durable goods	Machine operators assmblrs & inspctrs	Black	All other	Male	No	Not in universe	FTE	Individual Filer	Not in universe	Not in universe	Primary Householder	Householder	2511.11	Not in universe	Not in universe	?	Not in universe	Not in universe	4	Not in universe	United-States	United-States	United-States	Native	Not in universe	Not in universe	Not a Veteran	52	1995	1
99759	24	Self-employed	Agriculture	Other transportation and material moving	Below High School	Not in universe	Married	Agriculture	Farming forestry and fishing	White	Mexican (Mexicano)	Male	Not in universe	Not in universe	Children or Armed Forces	Joint Filer	Not in universe	Not in universe	Other	Nonrelative of householder	2083.76	No movement	Same area	Nonmover	Yes	Not in universe	2	Not in universe	Mexico	Mexico	Mexico	Naturalized	Not in universe	Not in universe	Not a Veteran	52	1994	1
99760	30	Private sector	Trade	Other executive, admin and managerial	College Graduate	Not in universe	Married	Other professional services	Executive admin and managerial	White	All other	Female	Not in universe	Not in universe	FTE	Joint Filer	Not in universe	Not in universe	Primary Householder	Spouse of householder	1680.06	Not in universe	Not in universe	?	Not in universe	Not in universe	5	Not in universe	United-States	United-States	United-States	Native	Not in universe	Not in universe	Not a Veteran	52	1995	1
99761	67	Not in universe	Not in universe or children	Not in universe	Below High School	Not in universe	Married	Not in universe or children	Not in universe	White	All other	Male	Not in universe	Not in universe	Children or Armed Forces	Joint Filer	Not in universe	Not in universe	Primary Householder	Householder	1582.48	No movement	Same area	Nonmover	Yes	Not in universe	0	Not in universe	United-States	United-States	United-States	Native	Not in universe	Not in universe	Not a Veteran	0	1994	1

Duplicate rows

Most frequently occurring

	age	class_of_worker	detailed_industry_recode	detailed_occupation_recode	education	enroll_in_edu_inst_last_wk	marital_stat	major_industry_code	major_occupation_code	race	hispanic_origin	sex	member_of_a_labor_union	reason_for_unemployment	full_or_part_time_employment_stat	tax_filer_stat	region_of_previous_residence	state_of_previous_residence	detailed_household_and_family_stat	detailed_household_summary_in_household	instance_weight	migration_code_change_in_msa	migration_code_change_in_reg	migration_code_move_within_reg	live_in_this_house_1_year_ago	migration_prev_res_in_sunbelt	family_members_under_18	country_of_birth_father	country_of_birth_mother	country_of_birth_self	citizenship	own_business_or_self_employed	fill_inc_questionnaire_for_veteran's_admin	veterans_benefits	year	target	# duplicates
0	1	Not in universe	Not in universe or children	Not in universe	Children	Not in universe	Never Married	Not in universe or children	Not in universe	Black	All other	Male	Not in universe	Not in universe	Children or Armed Forces	Non-Filer	Not in universe	Not in universe	Extended Family	Other relative of householder	3556.10	No movement	Same area	Nonmover	Yes	Not in universe	Mother only present	United-States	United-States	United-States	Native	Not in universe	Not in universe	Not in universe	1994	1	2
1	5	Not in universe	Not in universe or children	Not in universe	Children	Not in universe	Never Married	Not in universe or children	Not in universe	Black	All other	Male	Not in universe	Not in universe	Children or Armed Forces	Non-Filer	Not in universe	Not in universe	Extended Family	Other relative of householder	538.04	Not in universe	Not in universe	?	Not in universe	Not in universe	Mother only present	United-States	United-States	United-States	Native	Not in universe	Not in universe	Not in universe	1995	1	2
2	5	Not in universe	Not in universe or children	Not in universe	Children	Not in universe	Never Married	Not in universe or children	Not in universe	White	All other	Male	Not in universe	Not in universe	Children or Armed Forces	Non-Filer	Not in universe	Not in universe	Extended Family	Other relative of householder	1958.46	No movement	Same area	Nonmover	Yes	Not in universe	Neither parent present	United-States	United-States	United-States	Native	Not in universe	Not in universe	Not in universe	1994	1	2
3	15	Not in universe	Not in universe or children	Not in universe	Below High School	Not in universe	Never Married	Not in universe or children	Not in universe	Black	All other	Male	Not in universe	Not in universe	Children or Armed Forces	Non-Filer	Not in universe	Not in universe	Extended Family	Other relative of householder	1334.77	No movement	Same area	Nonmover	Yes	Not in universe	Mother only present	United-States	United-States	United-States	Native	Not in universe	Not in universe	Not a Veteran	1994	1	2
4	15	Not in universe	Not in universe or children	Not in universe	Below High School	Not in universe	Never Married	Not in universe or children	Not in universe	White	All other	Female	Not in universe	Not in universe	Children or Armed Forces	Non-Filer	Not in universe	Not in universe	Child	Child under 18 never married	1978.23	No movement	Same area	Nonmover	Yes	Not in universe	Both parents present	United-States	United-States	United-States	Native	Not in universe	Not in universe	Not a Veteran	1994	1	2
5	15	Not in universe	Not in universe or children	Not in universe	Below High School	Not in universe	Never Married	Not in universe or children	Not in universe	White	All other	Female	Not in universe	Not in universe	Children or Armed Forces	Non-Filer	Not in universe	Not in universe	Child	Child under 18 never married	2100.03	No movement	Same area	Nonmover	Yes	Not in universe	Both parents present	United-States	United-States	United-States	Native	Not in universe	Not in universe	Not a Veteran	1994	1	2
6	15	Not in universe	Not in universe or children	Not in universe	Below High School	Not in universe	Never Married	Not in universe or children	Not in universe	White	All other	Female	Not in universe	Not in universe	Not Employed	Non-Filer	Not in universe	Not in universe	Child	Child under 18 never married	993.45	Not in universe	Not in universe	?	Not in universe	Not in universe	Both parents present	United-States	United-States	United-States	Native	Not in universe	Not in universe	Not a Veteran	1995	1	2
7	15	Not in universe	Not in universe or children	Not in universe	Below High School	Not in universe	Never Married	Not in universe or children	Not in universe	White	All other	Female	Not in universe	Not in universe	Not Employed	Non-Filer	Not in universe	Not in universe	Child	Child under 18 never married	1332.77	Not in universe	Not in universe	?	Not in universe	Not in universe	Both parents present	United-States	United-States	United-States	Native	Not in universe	Not in universe	Not a Veteran	1995	1	2
8	15	Not in universe	Not in universe or children	Not in universe	Below High School	Not in universe	Never Married	Not in universe or children	Not in universe	White	All other	Female	Not in universe	Not in universe	Not Employed	Non-Filer	Not in universe	Not in universe	Child	Child under 18 never married	2575.48	Not in universe	Not in universe	?	Not in universe	Not in universe	Both parents present	United-States	United-States	United-States	Native	Not in universe	Not in universe	Not a Veteran	1995	1	2
9	15	Not in universe	Not in universe or children	Not in universe	Below High School	Not in universe	Never Married	Not in universe or children	Not in universe	White	All other	Male	Not in universe	Not in universe	Children or Armed Forces	Non-Filer	Not in universe	Not in universe	Child	Child under 18 never married	1022.09	No movement	Same area	Nonmover	Yes	Not in universe	Mother only present	United-States	United-States	United-States	Native	Not in universe	Not in universe	Not a Veteran	1994	1	2

Overview

Variables

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Uppercase Letter

Space Separator

Dash Punctuation

Most occurring scripts

Most frequent character per script

Latin

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Uppercase Letter

Space Separator

Other Punctuation

Dash Punctuation

Most occurring scripts

Most frequent character per script

Latin

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Uppercase Letter

Space Separator

Other Punctuation

Most occurring scripts

Most frequent character per script

Latin

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Uppercase Letter

Space Separator

Most occurring scripts

Most frequent character per script

Latin

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Uppercase Letter

Space Separator

Most occurring scripts

Most frequent character per script

Latin